diff --git a/docs/api.rst b/docs/api.rst
index 4b425ead..b18e78bf 100644
--- a/docs/api.rst
+++ b/docs/api.rst
@@ -22,8 +22,9 @@ Constrained
 .. autosummary::
   :toctree: _autosummary
 
-    jaxopt.ProjectedGradient
+    jaxopt.LBFGSB
     jaxopt.MirrorDescent
+    jaxopt.ProjectedGradient
     jaxopt.ScipyBoundedMinimize
 
 Quadratic programming
diff --git a/docs/changelog.rst b/docs/changelog.rst
index 42143e87..f4776999 100644
--- a/docs/changelog.rst
+++ b/docs/changelog.rst
@@ -1,6 +1,35 @@
 Changelog
 =========
 
+Version 0.7
+-----------
+
+New features
+~~~~~~~~~~~~
+
+- Added :class:`jaxopt.LBFGSB`, by Emily Fertig.
+- Added :func:`jaxopt.perturbations.make_perturbed_fun`, by Quentin Berthet.
+
+Bug fixes and enhancements
+~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+- Allow to pass a function as value_and_grad option, by Chansoo Lee.
+- Fixed imaml tutorial (speed and correctness), by Zaccharie Ramzi.
+- Misc improvements in resnet_flax example, by Fabian Pedregosa.
+- Fixed prox to handle pytrees, by Vincent Roulet.
+- Added control variate to make_perturbed_argmax, by Lawrence Stewart.
+- Added inverse hessian approximation to the returned state, Aymeric Galan.
+- Avoid closing over dynamic jax tracers in the bisection solver, by Roy Frostig.
+- Follow pjit API changes, by Yash Katariya and Peter Hawkins.
+- Added isotonic module to documentation, by Mathieu Blondel.
+
+Contributors
+~~~~~~~~~~~~
+
+Aymeric Galan, Chansoo Lee, Emily Fertig, Fabian Pedregosa,
+Lawrence Stewart, Mathieu Blondel, Peter Hawkins, Quentin Berthet,
+Roy Frostig, Vincent Roulet, Yash Katariya, Zaccharie Ramzi.
+
 Version 0.6
 -----------
 
diff --git a/docs/constrained.rst b/docs/constrained.rst
index 6decd1d8..a65307ed 100644
--- a/docs/constrained.rst
+++ b/docs/constrained.rst
@@ -146,6 +146,7 @@ descent, we can use our SciPy wrapper.
   :toctree: _autosummary
 
     jaxopt.ScipyBoundedMinimize
+    jaxopt.LBFGSB
 
 This example shows how to apply non-negativity constraints, which can
 be achieved by setting box constraints :math:`[0, \infty)`::
diff --git a/docs/quadratic_programming.rst b/docs/quadratic_programming.rst
index 1e859124..481402d6 100644
--- a/docs/quadratic_programming.rst
+++ b/docs/quadratic_programming.rst
@@ -10,7 +10,7 @@ The solver specificities are summarized in the table below.
 The best choice will depend on the usage.
 
 .. list-table:: Quadratic programming solvers
-   :widths: 45, 15, 20, 15, 15, 15, 22
+   :widths: 45, 15, 20, 15, 15, 15, 22, 15
    :header-rows: 1
 
    * - Name
diff --git a/jaxopt/version.py b/jaxopt/version.py
index ec230c26..da7c9335 100644
--- a/jaxopt/version.py
+++ b/jaxopt/version.py
@@ -14,4 +14,4 @@
 
 """JAXopt version."""
 
-__version__ = "0.6"
+__version__ = "0.7"