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9 changes: 9 additions & 0 deletions CHANGELOG.md
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Expand Up @@ -8,6 +8,15 @@ changelog does not include internal changes that do not affect the user.

## [Unreleased]

### Added

- Added `PCD` and `PCDWeighting` from [Not All Objectives Are Born Equal: Priority-Constrained
Descent for Hierarchical Multi-Objective Optimization](https://openreview.net/forum?id=HT01yGHLEt)
(TMLR 2026). The first row of the Jacobian is treated as the primary objective: `PCD` follows its
gradient as closely as possible, subject to each other objective receiving at least a fraction
`tau` of normalized first-order progress. `PCD` and `PCDWeighting` are stateful: they normalize
the gradients by a bias-corrected moving average of their squared norms.

## [0.17.1] - 2026-09-23

### Fixed
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1 change: 1 addition & 0 deletions docs/source/docs/aggregation/index.rst
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Expand Up @@ -40,6 +40,7 @@ Abstract base classes
mgda.rst
modo.rst
nash_mtl.rst
pcd.rst
pcgrad.rst
random.rst
sdmgrad.rst
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10 changes: 10 additions & 0 deletions docs/source/docs/aggregation/pcd.rst
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@@ -0,0 +1,10 @@
:hide-toc:

PCD
===

.. autoclass:: torchjd.aggregation.PCD
:members: __call__, reset

.. autoclass:: torchjd.aggregation.PCDWeighting
:members: __call__, reset
3 changes: 3 additions & 0 deletions src/torchjd/aggregation/__init__.py
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Expand Up @@ -55,6 +55,7 @@
from ._mgda import MGDA, MGDAWeighting
from ._modo import MoDoWeighting
from ._nash_mtl import NashMTL
from ._pcd import PCD, PCDWeighting
from ._pcgrad import PCGrad, PCGradWeighting
from ._random import Random, RandomWeighting
from ._sdmgrad import SDMGradWeighting
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"MGDAWeighting",
"MoDoWeighting",
"NashMTL",
"PCD",
"PCDWeighting",
"PCGrad",
"PCGradWeighting",
"Random",
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