diff --git a/.readthedocs.yaml b/.readthedocs.yaml
new file mode 100644
index 0000000000..b1c27fc3d6
--- /dev/null
+++ b/.readthedocs.yaml
@@ -0,0 +1,35 @@
+# .readthedocs.yaml
+# Read the Docs configuration file
+# See https://docs.readthedocs.io/en/stable/config-file/v2.html for details
+
+# Required
+version: 2
+
+# Set the OS, Python version and other tools you might need
+build:
+  os: ubuntu-22.04
+  tools:
+    python: "3.12"
+    # You can also specify other tool versions:
+    # nodejs: "19"
+    # rust: "1.64"
+    # golang: "1.19"
+
+# Build documentation in the "docs/" directory with Sphinx
+sphinx:
+   configuration: doc/source/conf.py
+
+# Optionally build your docs in additional formats such as PDF and ePub
+# formats:
+#    - pdf
+#    - epub
+
+# Optional but recommended, declare the Python requirements required
+# to build your documentation
+# See https://docs.readthedocs.io/en/stable/guides/reproducible-builds.html
+python:
+  install:
+    - method: pip
+      path: .
+    - requirements: doc/requirements.txt
+    - requirements: requirements.txt
\ No newline at end of file
diff --git a/doc/source/conf.py b/doc/source/conf.py
index 0e0f73c5e7..717ce4477e 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -256,8 +256,13 @@ def __getattr__(self, name):
 # relative to this directory. They are copied after the builtin static files,
 # so a file named "default.css" will overwrite the builtin "default.css".
 html_static_path = ['_static']
-html_css_files = ['css/styling.css']
-
+html_css_files = [
+    'css/styling.css',
+    'https://cdn.datatables.net/2.1.8/css/dataTables.dataTables.css',
+]
+html_js_files = [
+    'https://cdn.datatables.net/2.1.8/js/dataTables.js',
+]
 # If not '', a 'Last updated on:' timestamp is inserted at every page bottom,
 # using the given strftime format.
 #html_last_updated_fmt = '%b %d, %Y'
diff --git a/doc/source/functions/functions_table.rst b/doc/source/functions/functions_table.rst
new file mode 100644
index 0000000000..b4d0303278
--- /dev/null
+++ b/doc/source/functions/functions_table.rst
@@ -0,0 +1,1095 @@
+.. |_| unicode:: 0xA0
+   :trim:
+
+.. list-table::
+   :class: atomic-functions
+   :header-rows: 1
+
+   * - Function
+     - Meaning
+     - Domain
+     - DCP Properties
+     - Curvature |_|
+
+   * - :ref:`dotsort(X,W) <dotsort>`
+
+       constant :math:`W \in \mathbf{R}^{o \times p}`
+     - :math:`\text{dot product of}`
+       :math:`\operatorname{sort}\operatorname{vec}(X) \text{ and}`
+       :math:`\operatorname{sort}\operatorname{vec}(W)`
+     - :math:`X \in \mathbf{R}^{m \times n}`
+     - sign depends on :math:`X`, :math:`W`
+       
+       |incr| for :math:`\min(W) \geq 0`
+     - |convex| convex
+
+   * - :ref:`geo_mean(x) <geo-mean>`
+
+       :ref:`geo_mean(x, p) <geo-mean>`
+
+       :math:`p \in \mathbf{R}^n_{+}`
+
+       :math:`p \neq 0`
+     - :math:`x_1^{1/n} \cdots x_n^{1/n}`
+     - :math:`x \in \mathbf{R}^n_{+}`
+     - |positive| positive
+
+       |incr| incr.
+     - |concave| concave
+
+   * - :ref:`harmonic_mean(x) <harmonic-mean>`
+     - :math:`\frac{n}{\frac{1}{x_1} + \cdots + \frac{1}{x_n}}`
+     - :math:`x \in \mathbf{R}^n_{+}`
+     - |positive| positive
+
+       |incr| incr.
+     - |concave| concave
+
+   * - :ref:`inv_prod(x) <inv-prod>`
+     - :math:`(x_1\cdots x_n)^{-1}`
+     - :math:`x \in \mathbf{R}^n_+`
+     - |positive| positive
+
+       |decr| decr.
+     - |convex| convex
+
+   * - :ref:`lambda_max(X) <lambda-max>`
+     - :math:`\lambda_{\max}(X)`
+     - :math:`X \in \mathbf{S}^n`
+     - |unknown| unknown sign
+     - |convex| convex
+
+   * - :ref:`lambda_min(X) <lambda-min>`
+     - :math:`\lambda_{\min}(X)`
+     - :math:`X \in \mathbf{S}^n`
+     - |unknown| unknown sign
+     - |concave| concave
+
+   * - :ref:`lambda_sum_largest(X,k) <lambda-sum-largest>`
+
+       :math:`k = 1,\ldots, n`
+     - :math:`\text{sum of $k$ largest}`
+       :math:`\text{eigenvalues of $X$}`
+     - :math:`X \in\mathbf{S}^{n}`
+     - |unknown| unknown sign
+     - |convex| convex
+
+   * - :ref:`lambda_sum_smallest(X,k) <lambda-sum-smallest>`
+
+       :math:`k = 1,\ldots, n`
+     - :math:`\text{sum of $k$ smallest}`
+       :math:`\text{eigenvalues of $X$}`
+     - :math:`X \in\mathbf{S}^{n}`
+     - |unknown| unknown sign
+     - |concave| concave
+
+   * - :ref:`log_det(X) <log-det>`
+
+     - :math:`\log \left(\det (X)\right)`
+     - :math:`X \in \mathbf{S}^n_+`
+     - |unknown| unknown sign
+     - |concave| concave
+
+   * - :ref:`log_sum_exp(X) <log-sum-exp>`
+
+     - :math:`\log \left(\sum_{ij}e^{X_{ij}}\right)`
+     - :math:`X \in\mathbf{R}^{m \times n}`
+     - |unknown| unknown sign
+
+       |incr| incr.
+     - |convex| convex
+
+   * - :ref:`matrix_frac(x, P) <matrix-frac>`
+
+     - :math:`x^T P^{-1} x`
+     - :math:`x \in \mathbf{R}^n`
+     - |positive| positive
+     - |convex| convex
+
+   * - :ref:`max(X) <max>`
+
+     - :math:`\max_{ij}\left\{ X_{ij}\right\}`
+     - :math:`X \in\mathbf{R}^{m \times n}`
+     - same sign as X
+
+       |incr| incr.
+     - |convex| convex
+
+   * - :ref:`mean(X) <mean>`
+
+     - :math:`\frac{1}{m n}\sum_{ij}\left\{ X_{ij}\right\}`
+     - :math:`X \in\mathbf{R}^{m \times n}`
+     - same sign as X
+
+       |incr| incr.
+     - |affine| affine
+
+   * - :ref:`min(X) <min>`
+
+     - :math:`\min_{ij}\left\{ X_{ij}\right\}`
+     - :math:`X \in\mathbf{R}^{m \times n}`
+     - same sign as X
+
+       |incr| incr.
+     - |concave| concave
+
+   * - :ref:`mixed_norm(X, p, q) <mixed-norm>`
+
+     - :math:`\left(\sum_k\left(\sum_l\lvert x_{k,l}\rvert^p\right)^{q/p}\right)^{1/q}`
+     - :math:`X \in\mathbf{R}^{n \times n}`
+     - |positive| positive
+     - |convex| convex
+
+   * - :ref:`norm(x) <norm>`
+
+       norm(x, 2)
+     - :math:`\sqrt{\sum_{i} \lvert x_{i} \rvert^2 }`
+     - :math:`X \in\mathbf{R}^{n}`
+     - |positive| positive
+
+       |incr| for :math:`x_{i} \geq 0`
+     - |convex| convex
+
+   * - :ref:`norm(x, 1) <norm>`
+     - :math:`\sum_{i}\lvert x_{i} \rvert`
+     - :math:`x \in\mathbf{R}^{n}`
+     - |positive| positive
+
+       |incr| for :math:`x_{i} \geq 0`
+     - |convex| convex
+
+   * - :ref:`norm(x, "inf") <norm>`
+     - :math:`\max_{i} \{\lvert x_{i} \rvert\}`
+     - :math:`x \in\mathbf{R}^{n}`
+     - |positive| positive
+
+       |incr| for :math:`x_{i} \geq 0`
+     - |convex| convex
+
+   * - :ref:`norm(X, "fro") <norm>`
+     - :math:`\sqrt{\sum_{ij}X_{ij}^2 }`
+     - :math:`X \in\mathbf{R}^{m \times n}`
+     - |positive| positive
+
+       |incr| for :math:`X_{ij} \geq 0`
+     - |convex| convex
+
+   * - :ref:`norm(X, 1) <norm>`
+     - :math:`\max_{j} \|X_{:,j}\|_1`
+     - :math:`X \in\mathbf{R}^{m \times n}`
+     - |positive| positive
+
+       |incr| for :math:`X_{ij} \geq 0`
+     - |convex| convex
+
+   * - :ref:`norm(X, "inf") <norm>`
+     - :math:`\max_{i} \|X_{i,:}\|_1`
+     - :math:`X \in\mathbf{R}^{m \times n}`
+     - |positive| positive
+      
+       |incr| for :math:`X_{ij} \geq 0`
+     - |convex| convex
+
+   * - :ref:`norm(X, "nuc") <norm>`
+     - :math:`\mathrm{tr}\left(\left(X^T X\right)^{1/2}\right)`
+     - :math:`X \in\mathbf{R}^{m \times n}`
+     - |positive| positive
+     - |convex| convex
+
+   * - :ref:`norm(X) <norm>`
+       norm(X, 2)
+     - :math:`\sqrt{\lambda_{\max}\left(X^T X\right)}`
+     - :math:`X in\mathbf{R}^{m \times n}`
+     - |positive| positive
+     - |convex| convex
+
+   * - :ref:`perspective(f(x),s) <perspective>`
+
+     - :math:`sf(x/s)`
+     - :math:`x \in \mathop{\bf dom} f`
+       :math:`s \geq 0`
+     - same sign as f
+     - |convex| / |concave|
+       same as :math:`f`
+
+   * - :ref:`pnorm(X, p) <pnorm_func>`
+
+       :math:`p \geq 1`
+       or ``p = 'inf'``
+     - :math:`\left(\sum_{ij} |X_{ij}|^p \right)^{1/p}`
+     - :math:`X \in \mathbf{R}^{m \times n}`
+     - |positive| positive
+
+       |incr| for :math:`X_{ij} \geq 0`
+     - |convex| convex
+
+   * - :ref:`pnorm(X, p) <pnorm_func>`
+
+       :math:`p < 1`, :math:`p \neq 0`
+     - :math:`\left(\sum_{ij} X_{ij}^p \right)^{1/p}`
+     - :math:`X \in \mathbf{R}^{m \times n}_+`
+     - |positive| positive
+       
+       |incr| incr.
+     - |concave| concave
+
+   * - :ref:`ptp(X) <ptp>`
+
+     - :math:`\max_{ij} X_{ij} - \min_{ij} X_{ij}`
+     - :math:`X \in \mathbf{R}^{m \times n}`
+     - |positive| positive
+     - |convex| convex
+
+   * - :ref:`quad_form(x, P) <quad-form>`
+
+       constant :math:`P \in \mathbf{S}^n_+`
+     - :math:`x^T P x`
+     - :math:`x \in \mathbf{R}^n`
+     - |positive| positive
+
+       |incr| for :math:`x_i \geq 0`
+     - |convex| convex
+
+   * - :ref:`quad_form(x, P) <quad-form>`
+
+       constant :math:`P \in \mathbf{S}^n_-`
+     - :math:`x^T P x`
+     - :math:`x \in \mathbf{R}^n`
+     - |negative| negative
+
+       |decr| for :math:`x_i \geq 0`
+     - |concave| concave
+
+   * - :ref:`quad_form(c, X) <quad-form>`
+
+       constant :math:`c \in \mathbf{R}^n`
+     - :math:`c^T X c`
+     - :math:`X \in\mathbf{R}^{n \times n}`
+     - sign depends |_| on |_| c, |_| X
+       
+       monotonicity depends |_| on |_| c
+     - |affine| affine
+
+   * - :ref:`quad_over_lin(X, y) <quad-over-lin>`
+
+     - :math:`\left(\sum_{ij}X_{ij}^2\right)/y`
+     - :math:`x \in \mathbf{R}^n`
+       :math:`y > 0`
+     - |positive| positive
+
+       |incr| for :math:`X_{ij} \geq 0`
+       |decr| for :math:`X_{ij} \leq 0`
+       |decr| decr. in :math:`y`
+     - |convex| convex
+
+   * - :ref:`std(X) <std>`
+
+     - analog to `numpy.std <https://numpy.org/doc/stable/reference/generated/numpy.std.html#numpy-std>`_
+     - :math:`X \in\mathbf{R}^{m \times n}`
+     - |positive| positive
+     - |convex| convex
+
+   * - :ref:`sum(X) <sum>`
+
+     - :math:`\sum_{ij}X_{ij}`
+     - :math:`X \in\mathbf{R}^{m \times n}`
+     - same sign as X
+
+       |incr| incr.
+     - |affine| affine
+
+   * - :ref:`sum_largest(X, k) <sum-largest>`
+
+       :math:`k = 1,2,\ldots`
+     - :math:`\text{sum of } k`
+     
+       :math:`\text{largest }X_{ij}`
+     - :math:`X \in\mathbf{R}^{m \times n}`
+     - same sign as X
+
+       |incr| incr.
+     - |convex| convex
+
+   * - :ref:`sum_smallest(X, k) <sum-smallest>`
+
+       :math:`k = 1,2,\ldots`
+     - :math:`\text{sum of } k`
+     
+       :math:`\text{smallest }X_{ij}`
+     - :math:`X \in\mathbf{R}^{m \times n}`
+     - same sign as X
+
+       |incr| incr.
+     - |concave| concave
+
+   * - :ref:`sum_squares(X) <sum-squares>`
+
+     - :math:`\sum_{ij}X_{ij}^2`
+     - :math:`X \in\mathbf{R}^{m \times n}`
+     - |positive| positive
+       
+       |incr| for :math:`X_{ij} \geq 0`
+       |decr| for :math:`X_{ij} \leq 0`
+     - |convex| convex
+
+   * - :ref:`trace(X) <trace>`
+
+     - :math:`\mathrm{tr}\left(X \right)`
+     - :math:`X \in\mathbf{R}^{n \times n}`
+     - same sign as X
+
+       |incr| incr.
+     - |affine| affine
+
+   * - :ref:`tr_inv(X) <tr_inv>`
+
+     - :math:`\mathrm{tr}\left(X^{-1} \right)`
+     - :math:`X \in\mathbf{S}^n_{++}`
+     - |positive| positive
+     - |convex| convex
+
+   * - :ref:`tv(x) <tv>`
+
+     - :math:`\sum_{i}|x_{i+1} - x_i|`
+     - :math:`x \in \mathbf{R}^n`
+     - |positive| positive
+     - |convex| convex
+
+   * - :ref:`tv(X) <tv>`
+       :math:`Y = \left[\begin{matrix} X_{i+1,j} - X_{ij} \\ X_{i,j+1} -X_{ij} \end{matrix}\right]`
+     - :math:`\sum_{ij}\left\| Y \right\|_2`
+     - :math:`X \in \mathbf{R}^{m \times n}`
+     - |positive| positive
+     - |convex| convex
+
+   * - :ref:`tv([X1,...,Xk]) <tv>`
+       :math:`Y = \left[\begin{matrix} X_{i+1,j}^{(1)} - X_{ij}^{(1)} \\ X_{i,j+1}^{(1)} -X_{ij}^{(1)} \\ \vdots \\ X_{i+1,j}^{(k)} - X_{ij}^{(k)} \\ X_{i,j+1}^{(k)} -X_{ij}^{(k)}  \end{matrix}\right]`
+     - :math:`\sum_{ij}\left\| Y \right\|_2`
+     - :math:`X^{(i)} \in\mathbf{R}^{m \times n}`
+     - |positive| positive
+     - |convex| convex
+
+   * - :ref:`var(X) <var>`
+
+     - analog to `numpy.var <https://numpy.org/doc/stable/reference/generated/numpy.var.html#numpy-var>`_
+     - :math:`X \in\mathbf{R}^{m \times n}`
+     - |positive| positive
+     - |convex| convex
+
+   * - :ref:`abs(x) <abs>`
+
+     - :math:`\lvert x \rvert`
+     - :math:`x \in \mathbf{C}`
+     - |positive| positive
+       
+       |incr| for :math:`x \geq 0`
+     - |convex| convex
+
+   * - :ref:`conj(x) <conj>`
+
+     - complex conjugate
+     - :math:`x \in \mathbf{C}`
+     - |unknown| unknown sign
+     - |affine| affine
+
+   * - :ref:`entr(x) <entr>`
+
+     - :math:`-x \log (x)`
+     - :math:`x > 0`
+     - |unknown| unknown sign
+     - |concave| concave
+
+   * - :ref:`exp(x) <exp>`
+
+     - :math:`e^x`
+     - :math:`x \in \mathbf{R}`
+     - |positive| positive
+
+       |incr| incr.
+     - |convex| convex
+
+   * - :ref:`huber(x, M=1) <huber>`
+
+       :math:`M \geq 0`
+     - :math:`\begin{aligned} & \text{if } |x| \leq M\colon \\& x^2 \end{aligned}`
+     
+       :math:`\begin{aligned} & \text{if } |x| > M\colon \\& 2M|x| - M^2 \end{aligned}`
+     - :math:`x \in \mathbf{R}`
+     - |positive| positive
+
+       |incr| for :math:`x \geq 0`
+       
+       |decr| for :math:`x \leq 0`
+     - |convex| convex
+
+   * - :ref:`imag(x) <imag-atom>`
+
+     - imaginary part 
+     
+       of a complex number
+     - :math:`x \in \mathbf{C}`
+     - |unknown| unknown sign
+     - |affine| affine
+
+   * - :ref:`inv_pos(x) <inv-pos>`
+
+     - :math:`1/x`
+     - :math:`x > 0`
+     - |positive| positive
+       
+       |decr| decr.
+     - |convex| convex
+
+   * - :ref:`kl_div(x, y) <kl-div>`
+
+     - :math:`x \log(x/y) - x + y`
+     - :math:`x > 0`
+
+       :math:`y > 0`
+     - |positive| positive
+     - |convex| convex
+
+   * - :ref:`log(x) <log>`
+
+     - :math:`\log(x)`
+     - :math:`x > 0`
+     - |unknown| unknown sign
+
+       |incr| incr.
+     - |concave| concave
+
+   * - :ref:`log_normcdf(x) <log-normcdf>`
+
+     - :ref:`approximate <clarifyelementwise>` log of the standard normal CDF
+     - :math:`x \in \mathbf{R}`
+     - |negative| negative
+
+       |incr| incr.
+     - |concave| concave
+
+   * - :ref:`log1p(x) <log1p>`
+
+     - :math:`\log(x+1)`
+     - :math:`x > -1`
+     - same sign as x
+
+       |incr| incr.
+     - |concave| concave
+
+   * - :ref:`loggamma(x) <loggamma>`
+
+     - :ref:`approximate <clarifyelementwise>` `log of the Gamma function <https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.loggamma.html>`_
+     - :math:`x > 0`
+     - |unknown| unknown sign
+     - |convex| convex
+
+   * - :ref:`logistic(x) <logistic>`
+
+     - :math:`\log(1 + e^{x})`
+     - :math:`x \in \mathbf{R}`
+     - |positive| positive
+
+       |incr| incr.
+     - |convex| convex
+
+   * - :ref:`maximum(x, y) <maximum>`
+
+     - :math:`\max \left\{x, y\right\}`
+     - :math:`x,y \in \mathbf{R}`
+     - sign depends on x,y
+
+       |incr| incr.
+     - |convex| convex
+
+   * - :ref:`minimum(x, y) <minimum>`
+     - :math:`\min \left\{x, y\right\}`
+     - :math:`x, y \in \mathbf{R}`
+     - sign depends |_| on |_| x,y
+
+       |incr| incr.
+     - |concave| concave
+
+   * - :ref:`multiply(c, x) <multiply>`
+
+       :math:`c \in \mathbf{R}`
+     - c*x
+     - :math:`x \in\mathbf{R}`
+     - :math:`\mathrm{sign}(cx)`
+
+       monotonicity depends |_| on |_| c
+     - |affine| affine
+
+   * - :ref:`neg(x) <neg>`
+     - :math:`\max \left\{-x, 0 \right\}`
+     - :math:`x \in \mathbf{R}`
+     - |positive| positive
+
+       |decr| decr.
+     - |convex| convex
+
+   * - :ref:`pos(x) <pos>`
+     - :math:`\max \left\{x, 0 \right\}`
+     - :math:`x \in \mathbf{R}`
+     - |positive| positive
+
+       |incr| incr.
+     - |convex| convex
+
+   * - :ref:`power(x, 0) <power>`
+     - :math:`1`
+     - :math:`x \in \mathbf{R}`
+     - |positive| positive
+     - constant
+
+   * - :ref:`power(x, 1) <power>`
+     - :math:`x`
+     - :math:`x \in \mathbf{R}`
+     - same sign as x
+     
+       |incr| incr.
+     - |affine| affine
+
+   * - :ref:`power(x, p) <power>`
+
+       :math:`p = 2, 4, 8, \ldots`
+     - :math:`x^p`
+     - :math:`x \in \mathbf{R}`
+     - |positive| positive
+
+       |incr| for :math:`x \geq 0`
+       |decr| for :math:`x \leq 0`
+     - |convex| convex
+
+   * - :ref:`power(x, p) <power>`
+
+       :math:`p < 0`
+     - :math:`x^p`
+     - :math:`x > 0`
+     - |positive| positive
+
+       |decr| decr.
+     - |convex| convex
+
+   * - :ref:`power(x, p) <power>`
+
+       :math:`0 < p < 1`
+     - :math:`x^p`
+     - :math:`x \geq 0`
+     - |positive| positive
+       
+       |incr| incr.
+     - |concave| concave
+
+   * - :ref:`power(x, p) <power>`
+
+       :math:`p > 1,\ p \neq 2, 4, 8, \ldots`
+
+     - :math:`x^p`
+     - :math:`x \geq 0`
+     - |positive| positive
+
+       |incr| incr.
+     - |convex| convex
+
+   * - :ref:`real(x) <real-atom>`
+
+     - real part of a complex number
+     - :math:`x \in \mathbf{C}`
+     - |unknown| unknown sign
+
+       |incr| incr.
+     - |affine| affine
+
+   * - :ref:`rel_entr(x, y) <rel-entr>`
+
+     - :math:`x \log(x/y)`
+     - :math:`x > 0`
+
+       :math:`y > 0`
+     - |unknown| unknown sign
+       
+       |decr| in :math:`y`
+     - |convex| convex
+
+   * - :ref:`scalene(x, alpha, beta) <scalene>`
+
+       :math:`\text{alpha} \geq 0`
+
+       :math:`\text{beta} \geq 0`
+     - :math:`\alpha\mathrm{pos}(x)+ \beta\mathrm{neg}(x)`
+     - :math:`x \in \mathbf{R}`
+     - |positive| positive
+       
+       |incr| for :math:`x \geq 0`
+
+       |decr| for :math:`x \leq 0`
+     - |convex| convex
+
+   * - :ref:`sqrt(x) <sqrt>`
+
+     - :math:`\sqrt x`
+     - :math:`x \geq 0`
+     - |positive| positive
+
+       |incr| incr.
+     - |concave| concave
+
+   * - :ref:`square(x) <square>`
+
+     - :math:`x^2`
+     - :math:`x \in \mathbf{R}`
+     - |positive| positive
+
+       |incr| for :math:`x \geq 0`
+
+       |decr| for :math:`x \leq 0`
+     - |convex| convex
+
+   * - :ref:`xexp(x) <xexp>`
+
+     - :math:`x e^x`
+     - :math:`x \geq 0`
+     - |positive| positive
+
+       |incr| incr.
+     - |convex| convex
+
+   * - :ref:`bmat() <bmat>`
+
+     - :math:`\left[\begin{matrix} X^{(1,1)} & .. &  X^{(1,q)} \\ \vdots &   & \vdots \\ X^{(p,1)} & .. &   X^{(p,q)} \end{matrix}\right]`
+     - :math:`X^{(i,j)} \in\mathbf{R}^{m_i \times n_j}`
+     - |incr| incr.
+     - |affine| affine
+
+   * - :ref:`convolve(c, x) <convolve>`
+
+       :math:`c\in\mathbf{R}^m`
+     - :math:`c*x`
+     - :math:`x\in \mathbf{R}^n`
+     - monotonicity depends |_| on |_| c
+     - |affine| affine
+
+   * - :ref:`cumsum(X, axis=0) <cumsum>`
+
+     - cumulative sum along given axis.
+     - :math:`X \in \mathbf{R}^{m \times n}`
+     - |incr| incr.
+     - |affine| affine
+
+   * - :ref:`diag(x) <diag>`
+
+     - :math:`\left[\begin{matrix}x_1  & &  \\& \ddots & \\& & x_n\end{matrix}\right]`
+     - :math:`x \in\mathbf{R}^{n}`
+     - |incr| incr.
+     - |affine| affine
+
+   * - :ref:`diag(X) <diag>`
+     - :math:`\left[\begin{matrix}X_{11}  \\\vdots \\X_{nn}\end{matrix}\right]`
+     - :math:`X \in\mathbf{R}^{n \times n}`
+     - |incr| incr.
+     - |affine| affine
+
+   * - :ref:`diff(X, k=1, axis=0) <diff>`
+
+       :math:`k \in 0,1,2,\ldots`
+     - kth order differences along given axis
+     - :math:`X \in\mathbf{R}^{m \times n}`
+     - |incr| incr.
+     - |affine| affine
+
+   * - :ref:`hstack([X1, ..., Xk]) <hstack>`
+
+     - :math:`\left[\begin{matrix}X^{(1)}  \cdots    X^{(k)}\end{matrix}\right]`
+     - :math:`X^{(i)} \in\mathbf{R}^{m \times n_i}`
+     - |incr| incr.
+     - |affine| affine
+
+   * - :ref:`kron(X, Y) <kron>`
+
+       constant :math:`X\in\mathbf{R}^{p \times q}`
+     - :math:`\left[\begin{matrix}X_{11}Y & .. & X_{1q}Y \\ \vdots  &        & \vdots \\ X_{p1}Y & .. & X_{pq}Y     \end{matrix}\right]`
+     - :math:`Y \in \mathbf{R}^{m \times n}`
+     - monotonicity depends on :math:`X`
+     - |affine| affine
+
+   * - :ref:`kron(X, Y) <kron>`
+
+       constant :math:`Y\in\mathbf{R}^{m \times n}`
+     - :math:`\left[\begin{matrix}X_{11}Y & .. & X_{1q}Y \\ \vdots  &        & \vdots \\ X_{p1}Y & .. & X_{pq}Y     \end{matrix}\right]`
+     - :math:`X \in \mathbf{R}^{p \times q}`
+     - monotonicity depends on :math:`Y`
+     - |affine| affine
+
+   * - :ref:`outer(x, y) <outer>`
+
+       constant :math:`y \in \mathbf{R}^m`
+     - :math:`x y^T`
+     - :math:`x \in \mathbf{R}^n`
+     - monotonicity depends on :math:`Y`
+     - |affine| affine
+
+   * - :ref:`partial_trace(X, dims, axis=0) <ptrace>`
+
+     - partial trace
+     - :math:`X \in\mathbf{R}^{n \times n}`
+     - |incr| incr.
+     - |affine| affine
+
+   * - :ref:`partial_transpose(X, dims, axis=0) <ptrans>`
+
+     - partial transpose
+     - :math:`X \in\mathbf{R}^{n \times n}`
+     - |incr| incr.
+     - |affine| affine
+
+   * - :ref:`reshape(X, (m', n'), order='F') <reshape>`
+
+     - :math:`X' \in\mathbf{R}^{m' \times n'}`
+     - :math:`X \in\mathbf{R}^{m \times n}`
+
+       :math:`m'n' = mn`
+     - |incr| incr.
+     - |affine| affine
+
+   * - :ref:`upper_tri(X) <upper_tri>`
+
+     - flatten the strictly upper-triangular part of :math:`X`
+     - :math:`X \in \mathbf{R}^{n \times n}`
+     - |incr| incr.
+     - |affine| affine
+
+   * - :ref:`vec(X) <vec>`
+
+     - :math:`x' \in\mathbf{R}^{mn}`
+     - :math:`X \in\mathbf{R}^{m \times n}`
+     - |incr| incr.
+     - |affine| affine
+
+   * - :ref:`vec_to_upper_tri(X, strict=False) <vec_to_upper_tri>`
+
+     - :math:`x' \in\mathbf{R}^{n(n-1)/2}` for ``strict=True``
+
+       :math:`x' \in\mathbf{R}^{n(n+1)/2}` for ``strict=False``
+     - :math:`X \in\mathbf{R}^{n \times n}`
+     - |incr| incr.
+     - |affine| affine
+
+   * - :ref:`vstack([X1, ..., Xk]) <vstack>`
+     - :math:`\left[\begin{matrix}X^{(1)}  \\ \vdots  \\X^{(k)}\end{matrix}\right]`
+     - :math:`X^{(i)} \in\mathbf{R}^{m_i \times n}`
+     - |incr| incr.
+     - |affine| affine
+
+   * - :ref:`geo_mean(x) <geo-mean>`
+
+       :ref:`geo_mean(x, p) <geo-mean>`
+
+       :math:`p \in \mathbf{R}^n_{+}`
+
+       :math:`p \neq 0`
+     - :math:`x_1^{1/n} \cdots x_n^{1/n}`
+
+       :math:`\left(x_1^{p_1} \cdots x_n^{p_n}\right)^{\frac{1}{\mathbf{1}^T p}}`
+     - :math:`x \in \mathbf{R}^n_{+}`
+     - |incr| incr.
+     - |affine| log-log affine
+
+   * - :ref:`harmonic_mean(x) <harmonic-mean>`
+     - :math:`\frac{n}{\frac{1}{x_1} + \cdots + \frac{1}{x_n}}`
+     - :math:`x \in \mathbf{R}^n_{+}`
+     - |incr| incr.
+     - |concave| log-log concave
+
+   * - :ref:`max(X) <max>`
+     - :math:`\max_{ij}\left\{ X_{ij}\right\}`
+     - :math:`X \in\mathbf{R}^{m \times n}_{++}`
+     - |incr| incr.
+     - |convex| log-log convex
+
+   * - :ref:`min(X) <min>`
+     - :math:`\min_{ij}\left\{ X_{ij}\right\}`
+     - :math:`X \in\mathbf{R}^{m \times n}_{++}`
+     - |incr| incr.
+     - |concave| log-log concave
+
+   * - :ref:`norm(x) <norm>`
+
+       :ref:`norm(x, 2) <norm>`
+
+     - :math:`\sqrt{\sum_{i} \lvert x_{i} \rvert^2 }`
+     - :math:`X \in\mathbf{R}^{n}_{++}`
+     - |incr| incr.
+     - |convex| log-log convex
+
+   * - :ref:`norm(X, "fro") <norm>`
+     - :math:`\sqrt{\sum_{ij}X_{ij}^2 }`
+     - :math:`X \in\mathbf{R}^{m \times n}_{++}`
+     - |incr| incr.
+     - |convex| log-log convex
+
+   * - :ref:`norm(X, 1) <norm>`
+     - :math:`\sum_{ij}\lvert X_{ij} \rvert`
+     - :math:`X \in\mathbf{R}^{m \times n}_{++}`
+     - |incr| incr.
+     - |convex| log-log convex
+
+   * - :ref:`norm(X, "inf") <norm>`
+     - :math:`\max_{ij} \{\lvert X_{ij} \rvert\}`
+     - :math:`X \in\mathbf{R}^{m \times n}_{++}`
+     - |incr| incr.
+     - |convex| log-log convex
+
+   * - :ref:`pnorm(X, p) <pnorm_func>`
+
+       :math:`p \geq 1`
+
+       or ``p = 'inf'``
+     - :math:`\left(\sum_{ij} |X_{ij}|^p \right)^{1/p}`
+     - :math:`X \in \mathbf{R}^{m \times n}_{++}`
+     - |incr| incr.
+     - |convex| log-log convex
+
+   * - :ref:`pnorm(X, p) <pnorm_func>`
+       :math:`0 < p < 1`
+     - :math:`\left(\sum_{ij} X_{ij}^p \right)^{1/p}`
+     - :math:`X \in \mathbf{R}^{m \times n}_{++}`
+     - |incr| incr.
+     - |convex| log-log convex
+
+   * - :ref:`prod(X) <prod>`
+     - :math:`\prod_{ij}X_{ij}`
+     - :math:`X \in\mathbf{R}^{m \times n}_{++}`
+     - |incr| incr.
+     - |affine| log-log affine
+
+   * - :ref:`quad_form(x, P) <quad-form>`
+     - :math:`x^T P x`
+     - :math:`x \in \mathbf{R}^n`, :math:`P \in \mathbf{R}^{n \times n}_{++}`
+     - |incr| incr.
+     - |convex| log-log convex
+
+   * - :ref:`quad_over_lin(X, y) <quad-over-lin>`
+     - :math:`\left(\sum_{ij}X_{ij}^2\right)/y`
+     - :math:`x \in \mathbf{R}^n_{++}`
+
+       :math:`y > 0`
+     - |incr| in :math:`X_{ij}`
+
+       |decr| decr. in :math:`y`
+     - |convex| log-log convex
+
+   * - :ref:`sum(X) <sum>`
+     - :math:`\sum_{ij}X_{ij}`
+     - :math:`X \in\mathbf{R}^{m \times n}_{++}`
+     - |incr| incr.
+     - |convex| log-log convex
+
+   * - :ref:`sum_squares(X) <sum-squares>`
+     - :math:`\sum_{ij}X_{ij}^2`
+     - :math:`X \in\mathbf{R}^{m \times n}_{++}`
+     - |incr| incr.
+     - |convex| log-log convex
+
+   * - :ref:`trace(X) <trace>`
+     - :math:`\mathrm{tr}\left(X \right)`
+     - :math:`X \in\mathbf{R}^{n \times n}_{++}`
+     - |incr| incr.
+     - |convex| log-log convex
+
+   * - :ref:`pf_eigenvalue(X) <pf-eigenvalue>`
+     - spectral radius of :math:`X`
+     - :math:`X \in\mathbf{R}^{n \times n}_{++}`
+     - |incr| incr.
+     - |convex| log-log convex
+
+   * - :ref:`diff_pos(x, y) <diff_pos>`
+     - :math:`x - y`
+     - :math:`0 < y < x`
+     - |incr| incr.  in :math:`x`
+
+       |decr| decr. in :math:`y`
+     - |concave| log-log concave
+
+   * - :ref:`entr(x) <entr>`
+     - :math:`-x \log (x)`
+     - :math:`0 < x < 1`
+     - None
+     - |concave| log-log concave
+
+   * - :ref:`exp(x) <exp>`
+     - :math:`e^x`
+     - :math:`x > 0`
+     - |incr| incr.
+     - |convex| log-log convex
+
+   * - :ref:`log(x) <log>`
+     - :math:`\log(x)`
+     - :math:`x > 1`
+     - |incr| incr.
+     - |concave| log-log concave
+
+   * - :ref:`maximum(x, y) <maximum>`
+     - :math:`\max \left\{x, y\right\}`
+     - :math:`x,y > 0`
+     - |incr| incr.
+     - |convex| log-log convex
+
+   * - :ref:`minimum(x, y) <minimum>`
+     - :math:`\min \left\{x, y\right\}`
+     - :math:`x, y > 0`
+     - |incr| incr.
+     - |concave| log-log concave
+
+   * - :ref:`multiply(x, y) <multiply>`
+     - :math:`x*y`
+     - :math:`x, y > 0`
+     - |incr| incr.
+     - |affine| log-log affine
+
+   * - :ref:`one_minus_pos(x) <one-minus-pos>`
+     - :math:`1 - x`
+     - :math:`0 < x < 1`
+     - |decr| decr.
+     - |concave| log-log concave
+
+   * - :ref:`power(x, 0) <power>`
+     - :math:`1`
+     - :math:`x > 0`
+     - constant
+     - constant
+
+   * - :ref:`power(x, p) <power>`
+     - :math:`x`
+     - :math:`x > 0`
+     - |incr| for :math:`p > 0`
+
+       |decr| for :math:`p < 0`
+     - |affine| log-log affine
+
+   * - :ref:`sqrt(x) <sqrt>`
+     - :math:`\sqrt x`
+     - :math:`x > 0`
+     - |incr| incr.
+     - |affine| log-log affine
+
+   * - :ref:`square(x) <square>`
+     - :math:`x^2`
+     - :math:`x > 0`
+     - |incr| incr.
+     - |affine| log-log affine
+
+   * - :ref:`xexp(x) <xexp>`
+     - :math:`x e^x`
+     - :math:`x > 0`
+     - |incr| incr.
+     - |convex| log-log convex
+
+   * - :ref:`bmat() <bmat>`
+     - :math:`\left[\begin{matrix} X^{(1,1)} & .. &  X^{(1,q)} \\ \vdots &   & \vdots \\ X^{(p,1)} & .. &   X^{(p,q)} \end{matrix}\right]`
+     - :math:`X^{(i,j)} \in\mathbf{R}^{m_i \times n_j}_{++}`
+     - |incr| incr.
+     - |affine| log-log affine
+
+   * - :ref:`diag(x) <diag>`
+     - :math:`\left[\begin{matrix}x_1  & &  \\& \ddots & \\& & x_n\end{matrix}\right]`
+     - :math:`x \in\mathbf{R}^{n}_{++}`
+     - |incr| incr.
+     - |affine| log-log affine
+
+   * - :ref:`diag(X) <diag>`
+     - :math:`\left[\begin{matrix}X_{11}  \\\vdots \\X_{nn}\end{matrix}\right]`
+     - :math:`X \in\mathbf{R}^{n \times n}_{++}`
+     - |incr| incr.
+     - |affine| log-log affine
+
+   * - :ref:`eye_minus_inv(X) <eye_minus_inv>`
+     - :math:`(I - X)^{-1}`
+     - :math:`X \in\mathbf{R}^{n \times n}_{++}`,
+     
+       :math:`\lambda_{\text{pf}}(X) < 1`
+     - |incr| incr.
+     - |convex| log-log convex
+
+   * - :ref:`gmatmul(A, x) <gmatmul>`
+
+       :math:`A \in \mathbf{R}^{m \times n}`
+     - :math:`\left[\begin{matrix}\prod_{j=1}^n x_j^{A_{1j}} \\\vdots \\\prod_{j=1}^n x_j^{A_{mj}}\end{matrix}\right]`
+     - :math:`x \in \mathbf{R}^n_{++}`
+     - |incr| for :math:`A_{ij} \geq 0`
+
+       |decr| for :math:`A_{ij} \leq 0`
+     - |affine| log-log affine
+
+   * - :ref:`hstack([X1, ..., Xk]) <hstack>`
+     - :math:`\left[\begin{matrix}X^{(1)}  \cdots    X^{(k)}\end{matrix}\right]`
+     - :math:`X^{(i)} \in\mathbf{R}^{m \times n_i}_{++}`
+     - |incr| incr.
+     - |affine| log-log affine
+
+   * - :ref:`matmul(X, Y) <matmul>`
+     - :math:`XY`
+     - :math:`X \in\mathbf{R}^{m \times n}_{++}`
+
+       :math:`Y \in\mathbf{R}^{n \times p}_{++}`
+     - |incr| incr.
+     - |convex| log-log convex
+
+   * - :ref:`resolvent(X) <resolvent>`
+     - :math:`(sI - X)^{-1}`
+     - :math:`X \in\mathbf{R}^{n \times n}_{++}`
+     
+       :math:`\lambda_{\text{pf}}(X) < s`
+     - |incr| incr.
+     - |convex| log-log convex
+
+   * - :ref:`reshape(X, (m', n')) <reshape>`
+     - :math:`X' \in\mathbf{R}^{m' \times n'}`
+     - :math:`X \in\mathbf{R}^{m \times n}_{++}`
+
+       :math:`m'n' = mn`
+     - |incr| incr.
+     - |affine| log-log affine
+
+   * - :ref:`vec(X) <vec>`
+     - :math:`x' \in\mathbf{R}^{mn}`
+     - :math:`X \in\mathbf{R}^{m \times n}_{++}`
+     - |incr| incr.
+     - |affine| log-log affine
+
+   * - :ref:`vstack([X1, ..., Xk]) <vstack>`
+     - :math:`\left[\begin{matrix}X^{(1)}  \\ \vdots  \\X^{(k)}\end{matrix}\right]`
+     - :math:`X^{(i)} \in\mathbf{R}^{m_i \times n}_{++}`
+     - |incr| incr.
+     - |affine| log-log affine
+
+.. |positive| image:: /tutorial/functions/functions_files/positive.svg
+              :width: 15px
+              :height: 15px
+
+.. |negative| image:: /tutorial/functions/functions_files/negative.svg
+              :width: 15px
+              :height: 15px
+
+.. |unknown| image:: /tutorial/functions/functions_files/unknown.svg
+              :width: 15px
+              :height: 15px
+
+.. |convex| image:: /tutorial/functions/functions_files/convex.svg
+              :width: 15px
+              :height: 15px
+
+.. |concave| image:: /tutorial/functions/functions_files/concave.svg
+              :width: 15px
+              :height: 15px
+
+.. |affine| image:: /tutorial/functions/functions_files/affine.svg
+              :width: 15px
+              :height: 15px
+
+.. |incr| image:: /tutorial/functions/functions_files/increasing.svg
+              :width: 15px
+              :height: 15px
+
+.. |decr| image:: /tutorial/functions/functions_files/decreasing.svg
+              :width: 15px
+              :height: 15px
\ No newline at end of file
diff --git a/doc/source/functions/index.rst b/doc/source/functions/index.rst
new file mode 100644
index 0000000000..e21358c2b2
--- /dev/null
+++ b/doc/source/functions/index.rst
@@ -0,0 +1,108 @@
+.. _functions:
+
+Functions
+=========
+The table below lists all the atomic functions available in CVXPY.
+
+.. raw:: html
+
+    <div class="card">
+        <div class="card-body">
+            <h5>Curvature</h5>
+            <form id="curvatureFilter">
+                <div></div>
+                <label>
+                    <input type="radio" name="curvature" value="all" checked> All
+                </label>
+                <label>
+                    <input type="radio" name="curvature" value="convex"> Convex
+                </label>
+                <label>
+                    <input type="radio" name="curvature" value="concave"> Concave
+                </label>
+                <label>
+                    <input type="radio" name="curvature" value="affine"> Affine
+                </label>
+                <div>
+                    <label>
+                        <input type="radio" name="curvature" value="log-log convex"> Log-Log Convex
+                    </label>
+                    <label>
+                        <input type="radio" name="curvature" value="log-log concave"> Log-Log Concave
+                    </label>
+                    <label>
+                        <input type="radio" name="curvature" value="log-log affine"> Log-Log Affine
+                    </label>
+                </div>
+            </form>
+            <h5>DCP Property</h5>
+            <form id="dcpFilter">
+                <div></div>
+                <label>
+                    <input type="radio" name="dcpProperties" value="all" checked> All
+                </label>
+                <label>
+                    <input type="radio" name="dcpProperties" value="positive"> Positive
+                </label>
+                <label>
+                    <input type="radio" name="dcpProperties" value="negative"> Negative
+                </label>
+                <label>
+                    <input type="radio" name="dcpProperties" value="incr"> Increasing
+                </label>
+                <label>
+                    <input type="radio" name="dcpProperties" value="decr"> Decreasing
+                </label>
+            </form>
+        </div>
+    </div>
+
+Atoms table
+-----------
+.. include:: functions_table.rst
+    
+.. raw:: html
+
+    <script src="https://code.jquery.com/jquery-3.6.0.min.js"></script>
+    <link rel="stylesheet" type="text/css" href="https://cdn.datatables.net/2.1.8/css/dataTables.dataTables.css">
+    <script src="https://cdn.datatables.net/2.1.8/js/dataTables.js"></script>
+    <script>
+    $(document).ready(function() {
+        function initializeMainTable() {
+            var table = $('table.atomic-functions').DataTable( {
+                            layout: {
+                                topStart: 'search',
+                                topEnd: null,
+                                bottomStart: null,
+                                bottomEnd: null,
+                                bottom: 'paging'
+                            },
+                            pageLength: 15
+                        } );
+            var originalData = table.data().toArray();
+
+            function applyFilters() {
+                var curvatureValue = $('input[name="curvature"]:checked').val();
+                var dcpFilterValue = $('input[name="dcpProperties"]:checked').val();
+                var filteredData = originalData;
+
+                if (curvatureValue !== "all") {
+                    filteredData = filteredData.filter(row => {
+                        const curv = $(row[4]).text().trim();
+                        return curv === curvatureValue;
+                    });
+                }
+                if (dcpFilterValue !== "all") {
+                    filteredData = filteredData.filter(row => {
+                        const dcp = $(row[3]).text().trim();
+                        return dcp.includes(dcpFilterValue);
+                    });
+                }
+                table.clear().rows.add(filteredData).draw();
+            }
+
+            $('#curvatureFilter input, #dcpFilter input').change(applyFilters);
+        }
+        initializeMainTable();
+    });
+    </script>
diff --git a/doc/source/index.rst b/doc/source/index.rst
index f75b3b3b60..ba3c13fc4f 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -126,6 +126,11 @@ website to use a modern theme based on Sphinx Immaterial.
 
     User Guide <tutorial/index>
 
+.. toctree::
+   :hidden:
+
+   functions/index
+
 .. toctree::
    :hidden: