diff --git a/.github/CHANGELOG.md b/.github/CHANGELOG.md
index 3e9b608a9..82eb098c0 100644
--- a/.github/CHANGELOG.md
+++ b/.github/CHANGELOG.md
@@ -1,4 +1,31 @@
-# Release 0.7.1 (current release)
+# Release 0.7.2 (current release)
+
+### New features
+* Added a function ``to_fock`` to map different representations into Fock representation. 
+  [(#355)](https://github.com/XanaduAI/MrMustard/pull/355)
+
+* Added a new Abc triple for s-parametrized displacement gate. 
+  [(#368)](https://github.com/XanaduAI/MrMustard/pull/368)
+  
+### Breaking changes
+
+### Improvements
+
+### Bug fixes
+
+### Documentation
+
+### Tests
+
+### Contributors
+[Samuele Ferracin](https://github.com/SamFerracin),
+[Yuan Yao](https://github.com/sylviemonet)
+[Filippo Miatto](https://github.com/ziofil)
+
+
+---
+
+# Release 0.7.1
 
 ### New features
 * Added functions to generate the ``(A, b, c)`` triples for the Fock-Bargmann representation of
diff --git a/mrmustard/math/lattice/strategies/compactFock/inputValidation.py b/mrmustard/math/lattice/strategies/compactFock/inputValidation.py
index 237c7de59..49476b3c6 100644
--- a/mrmustard/math/lattice/strategies/compactFock/inputValidation.py
+++ b/mrmustard/math/lattice/strategies/compactFock/inputValidation.py
@@ -18,7 +18,42 @@
 from mrmustard.math.lattice.strategies.compactFock.singleLeftoverMode_grad import (
     fock_representation_1leftoverMode_grad,
 )
-from thewalrus._hafnian import input_validation
+
+
+def input_validation(A, rtol=1e-05, atol=1e-08):
+    """Checks that the matrix A satisfies the requirements for Hafnian calculation.
+    These include:
+    * That the ``A`` is a NumPy array
+    * That ``A`` is square
+    * That ``A`` does not contain any NaNs
+    * That ``A`` is symmetric
+
+    .. note:: This function is an adaptation of the of an analogous method in The Walrus.
+
+    Args:
+        A (array): a NumPy array.
+        rtol (float): the relative tolerance parameter used in ``np.allclose``
+        atol (float): the absolute tolerance parameter used in ``np.allclose``
+
+    Returns:
+        bool: returns ``True`` if the matrix satisfies all requirements
+    """
+
+    if not isinstance(A, np.ndarray):
+        raise TypeError("Input matrix must be a NumPy array.")
+
+    n = A.shape
+
+    if n[0] != n[1]:
+        raise ValueError("Input matrix must be square.")
+
+    if np.isnan(A).any():
+        raise ValueError("Input matrix must not contain NaNs.")
+
+    if not np.allclose(A, A.T, rtol=rtol, atol=atol):
+        raise ValueError("Input matrix must be symmetric.")
+
+    return True
 
 
 def hermite_multidimensional_diagonal(A, B, G0, cutoffs, rtol=1e-05, atol=1e-08):
diff --git a/mrmustard/physics/gaussian.py b/mrmustard/physics/gaussian.py
index f5737c34a..7611660ed 100644
--- a/mrmustard/physics/gaussian.py
+++ b/mrmustard/physics/gaussian.py
@@ -18,8 +18,6 @@
 
 from typing import Any, Optional, Sequence, Tuple, Union
 
-from thewalrus.quantum import is_pure_cov
-
 from mrmustard import math, settings
 from mrmustard.math.tensor_wrappers.xptensor import XPMatrix, XPVector
 from mrmustard.utils.typing import Matrix, Scalar, Vector
@@ -660,11 +658,6 @@ def number_cov(cov: Matrix, means: Vector) -> Matrix:
     )
 
 
-def is_mixed_cov(cov: Matrix) -> bool:  # TODO: deprecate
-    r"""Returns ``True`` if the covariance matrix is mixed, ``False`` otherwise."""
-    return not is_pure_cov(math.asnumpy(cov))
-
-
 def trace(cov: Matrix, means: Vector, Bmodes: Sequence[int]) -> Tuple[Matrix, Vector]:
     r"""Returns the covariances and means after discarding the specified modes.
 
diff --git a/poetry.lock b/poetry.lock
index 9c35ee667..aac3f8631 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.0 and should not be changed by hand.
 
 [[package]]
 name = "absl-py"
@@ -38,13 +38,13 @@ files = [
 
 [[package]]
 name = "astroid"
-version = "3.0.3"
+version = "3.1.0"
 description = "An abstract syntax tree for Python with inference support."
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "astroid-3.0.3-py3-none-any.whl", hash = "sha256:92fcf218b89f449cdf9f7b39a269f8d5d617b27be68434912e11e79203963a17"},
-    {file = "astroid-3.0.3.tar.gz", hash = "sha256:4148645659b08b70d72460ed1921158027a9e53ae8b7234149b1400eddacbb93"},
+    {file = "astroid-3.1.0-py3-none-any.whl", hash = "sha256:951798f922990137ac090c53af473db7ab4e70c770e6d7fae0cec59f74411819"},
+    {file = "astroid-3.1.0.tar.gz", hash = "sha256:ac248253bfa4bd924a0de213707e7ebeeb3138abeb48d798784ead1e56d419d4"},
 ]
 
 [package.dependencies]
@@ -118,33 +118,33 @@ dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
 
 [[package]]
 name = "black"
-version = "24.2.0"
+version = "24.3.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -164,13 +164,13 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "cachetools"
-version = "5.3.2"
+version = "5.3.3"
 description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "cachetools-5.3.2-py3-none-any.whl", hash = "sha256:861f35a13a451f94e301ce2bec7cac63e881232ccce7ed67fab9b5df4d3beaa1"},
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+    {file = "cachetools-5.3.3-py3-none-any.whl", hash = "sha256:0abad1021d3f8325b2fc1d2e9c8b9c9d57b04c3932657a72465447332c24d945"},
+    {file = "cachetools-5.3.3.tar.gz", hash = "sha256:ba29e2dfa0b8b556606f097407ed1aa62080ee108ab0dc5ec9d6a723a007d105"},
 ]
 
 [[package]]
@@ -398,63 +398,63 @@ test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
 
 [[package]]
 name = "coverage"
-version = "7.4.2"
+version = "7.4.4"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -480,20 +480,20 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "dask"
-version = "2024.2.1"
+version = "2024.3.1"
 description = "Parallel PyData with Task Scheduling"
 optional = false
 python-versions = ">=3.9"
 files = [
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 [package.dependencies]
 click = ">=8.1"
 cloudpickle = ">=1.5.0"
 fsspec = ">=2021.09.0"
-importlib-metadata = ">=4.13.0"
+importlib-metadata = {version = ">=4.13.0", markers = "python_version < \"3.12\""}
 packaging = ">=20.0"
 partd = ">=1.2.0"
 pyyaml = ">=5.3.1"
@@ -502,9 +502,9 @@ toolz = ">=0.10.0"
 [package.extras]
 array = ["numpy (>=1.21)"]
 complete = ["dask[array,dataframe,diagnostics,distributed]", "lz4 (>=4.3.2)", "pyarrow (>=7.0)", "pyarrow-hotfix"]
-dataframe = ["dask[array]", "pandas (>=1.3)"]
+dataframe = ["dask-expr (>=1.0,<1.1)", "dask[array]", "pandas (>=1.3)"]
 diagnostics = ["bokeh (>=2.4.2)", "jinja2 (>=2.10.3)"]
-distributed = ["distributed (==2024.2.1)"]
+distributed = ["distributed (==2024.3.1)"]
 test = ["pandas[test]", "pre-commit", "pytest", "pytest-cov", "pytest-rerunfailures", "pytest-timeout", "pytest-xdist"]
 
 [[package]]
@@ -622,80 +622,80 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth
 
 [[package]]
 name = "filelock"
-version = "3.13.1"
+version = "3.13.3"
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 [package.extras]
@@ -846,13 +846,13 @@ files = [
 
 [[package]]
 name = "google-auth"
-version = "2.28.1"
+version = "2.29.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [package.dependencies]
@@ -1058,32 +1058,32 @@ files = [
 
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+version = "7.1.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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 perf = ["ipython"]
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+testing = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "importlib-resources"
-version = "6.1.1"
+version = "6.4.0"
 description = "Read resources from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -1091,7 +1091,7 @@ zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
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+testing = ["jaraco.test (>=5.4)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "zipp (>=3.17)"]
 
 [[package]]
 name = "iniconfig"
@@ -1377,36 +1377,31 @@ files = [
 
 [[package]]
 name = "latexcodec"
-version = "2.0.1"
+version = "3.0.0"
 description = "A lexer and codec to work with LaTeX code in Python."
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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 files = [
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-[package.dependencies]
-six = ">=1.4.1"
-
 [[package]]
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-version = "16.0.6"
+version = "18.1.1"
 description = "Clang Python Bindings, mirrored from the official LLVM repo: https://github.com/llvm/llvm-project/tree/main/clang/bindings/python, to make the installation process easier."
 optional = false
 python-versions = "*"
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 ]
 
 [[package]]
@@ -1467,13 +1462,13 @@ mistune = "0.8.4"
 
 [[package]]
 name = "markdown"
-version = "3.5.2"
+version = "3.6"
 description = "Python implementation of John Gruber's Markdown."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1692,67 +1687,67 @@ tests = ["pytest (>=4.6)"]
 
 [[package]]
 name = "msgpack"
-version = "1.0.7"
+version = "1.0.8"
 description = "MessagePack serializer"
 optional = true
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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 [[package]]
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 [package.dependencies]
@@ -2279,28 +2274,28 @@ numpy = ">=1.16.6,<2"
 
 [[package]]
 name = "pyasn1"
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 optional = false
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 ]
 
 [[package]]
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 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
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 [[package]]
 name = "pybtex"
@@ -2353,17 +2348,17 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
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 colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
 dill = [
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@@ -2382,13 +2377,13 @@ testutils = ["gitpython (>3)"]
 
 [[package]]
 name = "pyparsing"
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+version = "3.1.2"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
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 [package.extras]
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 [[package]]
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@@ -2520,31 +2515,31 @@ files = [
 
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 [package.dependencies]
@@ -2564,28 +2559,28 @@ requests = "*"
 tensorboardX = {version = ">=1.9", optional = true, markers = "extra == \"tune\""}
 
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 rllib = ["dm-tree", "fsspec", "gymnasium (==0.28.1)", "lz4", "pandas", "pyarrow (>=6.0.1)", "pyyaml", "requests", "rich", "scikit-image", "scipy", "tensorboardX (>=1.9)", "typer"]
-serve = ["aiohttp (>=3.7)", "aiohttp-cors", "aiorwlock", "colorful", "fastapi (<=0.108.0)", "gpustat (>=1.0.0)", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "opencensus", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "starlette", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
-serve-grpc = ["aiohttp (>=3.7)", "aiohttp-cors", "aiorwlock", "colorful", "fastapi (<=0.108.0)", "gpustat (>=1.0.0)", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "opencensus", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "starlette", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
+serve = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "fastapi", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "opencensus", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "starlette", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
+serve-grpc = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "fastapi", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "opencensus", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "starlette", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
 train = ["fsspec", "pandas", "pyarrow (>=6.0.1)", "requests", "tensorboardX (>=1.9)"]
 tune = ["fsspec", "pandas", "pyarrow (>=6.0.1)", "requests", "tensorboardX (>=1.9)"]
 
 [[package]]
 name = "referencing"
-version = "0.33.0"
+version = "0.34.0"
 description = "JSON Referencing + Python"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "referencing-0.33.0-py3-none-any.whl", hash = "sha256:39240f2ecc770258f28b642dd47fd74bc8b02484de54e1882b74b35ebd779bd5"},
-    {file = "referencing-0.33.0.tar.gz", hash = "sha256:c775fedf74bc0f9189c2a3be1c12fd03e8c23f4d371dce795df44e06c5b412f7"},
+    {file = "referencing-0.34.0-py3-none-any.whl", hash = "sha256:d53ae300ceddd3169f1ffa9caf2cb7b769e92657e4fafb23d34b93679116dfd4"},
+    {file = "referencing-0.34.0.tar.gz", hash = "sha256:5773bd84ef41799a5a8ca72dc34590c041eb01bf9aa02632b4a973fb0181a844"},
 ]
 
 [package.dependencies]
@@ -2615,13 +2610,13 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "requests-oauthlib"
-version = "1.3.1"
+version = "2.0.0"
 description = "OAuthlib authentication support for Requests."
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.4"
 files = [
-    {file = "requests-oauthlib-1.3.1.tar.gz", hash = "sha256:75beac4a47881eeb94d5ea5d6ad31ef88856affe2332b9aafb52c6452ccf0d7a"},
-    {file = "requests_oauthlib-1.3.1-py2.py3-none-any.whl", hash = "sha256:2577c501a2fb8d05a304c09d090d6e47c306fef15809d102b327cf8364bddab5"},
+    {file = "requests-oauthlib-2.0.0.tar.gz", hash = "sha256:b3dffaebd884d8cd778494369603a9e7b58d29111bf6b41bdc2dcd87203af4e9"},
+    {file = "requests_oauthlib-2.0.0-py2.py3-none-any.whl", hash = "sha256:7dd8a5c40426b779b0868c404bdef9768deccf22749cde15852df527e6269b36"},
 ]
 
 [package.dependencies]
@@ -2879,18 +2874,18 @@ test = ["asv", "gmpy2", "hypothesis", "mpmath", "pooch", "pytest", "pytest-cov",
 
 [[package]]
 name = "setuptools"
-version = "69.1.1"
+version = "69.2.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "setuptools-69.1.1-py3-none-any.whl", hash = "sha256:02fa291a0471b3a18b2b2481ed902af520c69e8ae0919c13da936542754b4c56"},
-    {file = "setuptools-69.1.1.tar.gz", hash = "sha256:5c0806c7d9af348e6dd3777b4f4dbb42c7ad85b190104837488eab9a7c945cf8"},
+    {file = "setuptools-69.2.0-py3-none-any.whl", hash = "sha256:c21c49fb1042386df081cb5d86759792ab89efca84cf114889191cd09aacc80c"},
+    {file = "setuptools-69.2.0.tar.gz", hash = "sha256:0ff4183f8f42cd8fa3acea16c45205521a4ef28f73c6391d8a25e92893134f2e"},
 ]
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "packaging (>=23.2)", "pip (>=19.1)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-ruff (>=0.2.1)", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.9)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "mypy (==1.9)", "packaging (>=23.2)", "pip (>=19.1)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-ruff (>=0.2.1)", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 testing-integration = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "packaging (>=23.2)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
 
 [[package]]
@@ -3514,13 +3509,13 @@ tests = ["pytest", "pytest-cov"]
 
 [[package]]
 name = "thewalrus"
-version = "0.21.0"
+version = "0.19.0"
 description = "Open source library for hafnian calculation"
 optional = false
 python-versions = "*"
 files = [
-    {file = "thewalrus-0.21.0-py3-none-any.whl", hash = "sha256:5f393d17fc8362e7156337faed769e99f15149040ef298d2a1be27f234aa8cb9"},
-    {file = "thewalrus-0.21.0.tar.gz", hash = "sha256:a8e1d6a7dea1e2c70aeb172f2dba1dfc7fabfa6e000c8ace9c5f81c7df422637"},
+    {file = "thewalrus-0.19.0-py3-none-any.whl", hash = "sha256:07b6e2969bf5405a2df736c442b1500857438bbd2afc2053b8b600b8b0c67f97"},
+    {file = "thewalrus-0.19.0.tar.gz", hash = "sha256:06ff07a14cd8cd4650d9c82b8bb8301ef9a58dcdd4bafb14841768ccf80c98b9"},
 ]
 
 [package.dependencies]
@@ -3532,13 +3527,13 @@ sympy = ">=1.5.1"
 
 [[package]]
 name = "threadpoolctl"
-version = "3.3.0"
+version = "3.4.0"
 description = "threadpoolctl"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "threadpoolctl-3.3.0-py3-none-any.whl", hash = "sha256:6155be1f4a39f31a18ea70f94a77e0ccd57dced08122ea61109e7da89883781e"},
-    {file = "threadpoolctl-3.3.0.tar.gz", hash = "sha256:5dac632b4fa2d43f42130267929af3ba01399ef4bd1882918e92dbc30365d30c"},
+    {file = "threadpoolctl-3.4.0-py3-none-any.whl", hash = "sha256:8f4c689a65b23e5ed825c8436a92b818aac005e0f3715f6a1664d7c7ee29d262"},
+    {file = "threadpoolctl-3.4.0.tar.gz", hash = "sha256:f11b491a03661d6dd7ef692dd422ab34185d982466c49c8f98c8f716b5c93196"},
 ]
 
 [[package]]
@@ -3554,13 +3549,13 @@ files = [
 
 [[package]]
 name = "tomlkit"
-version = "0.12.3"
+version = "0.12.4"
 description = "Style preserving TOML library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "tomlkit-0.12.3-py3-none-any.whl", hash = "sha256:b0a645a9156dc7cb5d3a1f0d4bab66db287fcb8e0430bdd4664a095ea16414ba"},
-    {file = "tomlkit-0.12.3.tar.gz", hash = "sha256:75baf5012d06501f07bee5bf8e801b9f343e7aac5a92581f20f80ce632e6b5a4"},
+    {file = "tomlkit-0.12.4-py3-none-any.whl", hash = "sha256:5cd82d48a3dd89dee1f9d64420aa20ae65cfbd00668d6f094d7578a78efbb77b"},
+    {file = "tomlkit-0.12.4.tar.gz", hash = "sha256:7ca1cfc12232806517a8515047ba66a19369e71edf2439d0f5824f91032b6cc3"},
 ]
 
 [[package]]
@@ -3576,28 +3571,28 @@ files = [
 
 [[package]]
 name = "traitlets"
-version = "5.14.1"
+version = "5.14.2"
 description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "traitlets-5.14.1-py3-none-any.whl", hash = "sha256:2e5a030e6eff91737c643231bfcf04a65b0132078dad75e4936700b213652e74"},
-    {file = "traitlets-5.14.1.tar.gz", hash = "sha256:8585105b371a04b8316a43d5ce29c098575c2e477850b62b848b964f1444527e"},
+    {file = "traitlets-5.14.2-py3-none-any.whl", hash = "sha256:fcdf85684a772ddeba87db2f398ce00b40ff550d1528c03c14dbf6a02003cd80"},
+    {file = "traitlets-5.14.2.tar.gz", hash = "sha256:8cdd83c040dab7d1dee822678e5f5d100b514f7b72b01615b26fc5718916fdf9"},
 ]
 
 [package.extras]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
-test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<7.5)", "pytest-mock", "pytest-mypy-testing"]
+test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<8.1)", "pytest-mock", "pytest-mypy-testing"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.9.0"
+version = "4.10.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.9.0-py3-none-any.whl", hash = "sha256:af72aea155e91adfc61c3ae9e0e342dbc0cba726d6cba4b6c72c1f34e47291cd"},
-    {file = "typing_extensions-4.9.0.tar.gz", hash = "sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783"},
+    {file = "typing_extensions-4.10.0-py3-none-any.whl", hash = "sha256:69b1a937c3a517342112fb4c6df7e72fc39a38e7891a5730ed4985b5214b5475"},
+    {file = "typing_extensions-4.10.0.tar.gz", hash = "sha256:b0abd7c89e8fb96f98db18d86106ff1d90ab692004eb746cf6eda2682f91b3cb"},
 ]
 
 [[package]]
@@ -3658,13 +3653,13 @@ watchdog = ["watchdog (>=2.3)"]
 
 [[package]]
 name = "wheel"
-version = "0.42.0"
+version = "0.43.0"
 description = "A built-package format for Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "wheel-0.42.0-py3-none-any.whl", hash = "sha256:177f9c9b0d45c47873b619f5b650346d632cdc35fb5e4d25058e09c9e581433d"},
-    {file = "wheel-0.42.0.tar.gz", hash = "sha256:c45be39f7882c9d34243236f2d63cbd58039e360f85d0913425fbd7ceea617a8"},
+    {file = "wheel-0.43.0-py3-none-any.whl", hash = "sha256:55c570405f142630c6b9f72fe09d9b67cf1477fcf543ae5b8dcb1f5b7377da81"},
+    {file = "wheel-0.43.0.tar.gz", hash = "sha256:465ef92c69fa5c5da2d1cf8ac40559a8c940886afcef87dcf14b9470862f1d85"},
 ]
 
 [package.extras]
@@ -3771,18 +3766,18 @@ sphinx-gallery = "*"
 
 [[package]]
 name = "zipp"
-version = "3.17.0"
+version = "3.18.1"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
-    {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
+    {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"},
+    {file = "zipp-3.18.1.tar.gz", hash = "sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [extras]
 ray = ["ray", "scikit-optimize"]
@@ -3790,4 +3785,4 @@ ray = ["ray", "scikit-optimize"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.12"
-content-hash = "f2a9aa2c43e002f889e182fd66c4fb61d21d923c359f3b66d581bf63cac93d8e"
+content-hash = "d82541767cbc68915c992d627228835dda2c9b836b922219c71d7fb42d899555"
diff --git a/pyproject.toml b/pyproject.toml
index d20963ab6..f9d7845c7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "mrmustard"
-version = "0.7.1"
+version = "0.7.2"
 description = "Differentiable quantum Gaussian circuits"
 authors = ["Xanadu <filippo@xanadu.ai>"]
 license = "Apache License 2.0"
@@ -31,7 +31,7 @@ grpcio = "1.60.0"
 numpy = "^1.23.5"
 scipy = "^1.8.0"
 numba = "^0.59"
-thewalrus = "^0.21.0"
+thewalrus = "^0.19.0"
 rich = "^10.15.1"
 matplotlib = "^3.5.0"
 ray = { version = "^2.5.0", extras = ["tune"], optional = true }
@@ -47,14 +47,14 @@ ipython = ">=8.18.1"
 # Issue between poetry and tensorflow metadata since >=2.11
 # related to https://github.com/python-poetry/poetry/issues/8271
 # Inspired from https://github.com/tensorflow/tensorflow/blob/adb39b04e9cb116df4659a7e2de9eea27e62f25c/tensorflow/tools/pip_package/setup.py#L148-L162
-tensorflow = {version = "^2.14.0" }
-tensorflow-macos = { version = "^2.14.0", platform = "darwin", markers = "platform_machine=='arm64'" }
-tensorflow-intel = { version = "^2.14.0", platform = "win32" }
+tensorflow = {version = "^2.15.0" }
+tensorflow-macos = { version = "2.15.0", platform = "darwin", markers = "platform_machine=='arm64'" }
+tensorflow-intel = { version = "^2.15.0", platform = "win32" }
 # Disabled to prevent taking over GPU:
 # tensorflow-cpu = [
-#     { version = "^2.14.0", platform = "linux", markers = "platform_machine!='arm64' and platform_machine!='aarch64'" },
-#     { version = "^2.14.0", platform = "darwin", markers = "platform_machine!='arm64' and platform_machine!='aarch64'" },]
-tensorflow-cpu-aws = { version = "^2.14.0", platform = "linux", markers = "platform_machine=='arm64' or platform_machine=='aarch64'" }
+#     { version = "^2.15.0", platform = "linux", markers = "platform_machine!='arm64' and platform_machine!='aarch64'" },
+#     { version = "^2.15.0", platform = "darwin", markers = "platform_machine!='arm64' and platform_machine!='aarch64'" },]
+tensorflow-cpu-aws = { version = "^2.15.0", platform = "linux", markers = "platform_machine=='arm64' or platform_machine=='aarch64'" }
 # https://github.com/tensorflow/tensorflow/blob/adb39b04e9cb116df4659a7e2de9eea27e62f25c/tensorflow/tools/pip_package/setup.py#L107-L108
 # https://github.com/python-poetry/poetry/issues/8271#issuecomment-1697740447
 tensorflow-io-gcs-filesystem = [
diff --git a/tests/test_about.py b/tests/test_about.py
index 0152d681f..487f42536 100644
--- a/tests/test_about.py
+++ b/tests/test_about.py
@@ -12,7 +12,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 """
-Unit tests for the :mod:`thewalrus` configuration class :class:`Configuration`.
+Unit tests for the ``about`` method.
 """
 
 import contextlib