From 79d6c8c500e7f4d56dd5a486f7ccaff10fe2d91d Mon Sep 17 00:00:00 2001 From: nightcityblade Date: Wed, 7 Oct 2026 23:58:58 +0800 Subject: [PATCH] docs: correct scalarizer publication links --- README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index ff862bc4..515841f6 100644 --- a/README.md +++ b/README.md @@ -156,13 +156,13 @@ found [in the docs](https://torchjd.org/stable/examples/). | Scalarizer | Publication | |---|---| | [Constant](https://torchjd.org/stable/docs/scalarization/constant/) | - | -| [COSMOS](https://torchjd.org/stable/docs/scalarization/cosmos/) | [COSMOS: Enhancing Multi-Objective Optimization with Scalarization](https://arxiv.org/pdf/2303.04536) | +| [COSMOS](https://torchjd.org/stable/docs/scalarization/cosmos/) | [Scalable Pareto Front Approximation for Deep Multi-Objective Learning](https://arxiv.org/pdf/2103.13392) | | [DWA](https://torchjd.org/stable/docs/scalarization/dwa/) | [End-to-End Multi-Task Learning with Attention](https://arxiv.org/pdf/1803.10704) | | [FAMO](https://torchjd.org/stable/docs/scalarization/famo/) | [FAMO: Fast Adaptive Multitask Optimization](https://arxiv.org/pdf/2306.03792) | -| [GeometricMean](https://torchjd.org/stable/docs/scalarization/geometric_mean/) | [MultiNet++: Multi-Stream Feature Aggregation and Geometric Loss Strategy for Multi-Task Learning](https://arxiv.org/pdf/1902.08325) | +| [GeometricMean](https://torchjd.org/stable/docs/scalarization/geometric_mean/) | [MultiNet++: Multi-Stream Feature Aggregation and Geometric Loss Strategy for Multi-Task Learning](https://arxiv.org/pdf/1904.08492) | | [IMTL-L](https://torchjd.org/stable/docs/scalarization/imtl_l/) | [Towards Impartial Multi-task Learning](https://discovery.ucl.ac.uk/id/eprint/10120667/) | | [Mean](https://torchjd.org/stable/docs/scalarization/mean/) | - | -| [PBI](https://torchjd.org/stable/docs/scalarization/pbi/) | [A Decomposition-Based Evolutionary Algorithm for Many Objective Optimization](https://ieeexplore.ieee.org/document/7445185) | +| [PBI](https://torchjd.org/stable/docs/scalarization/pbi/) | [MOEA/D: A Multiobjective Evolutionary Algorithm Based on Decomposition](https://ieeexplore.ieee.org/document/4358754) | | [Random](https://torchjd.org/stable/docs/scalarization/random/) | [Reasonable Effectiveness of Random Weighting: A Litmus Test for Multi-Task Learning](https://arxiv.org/pdf/2111.10603) | | [STCH](https://torchjd.org/stable/docs/scalarization/stch/) | [Smooth Tchebycheff Scalarization for Multi-Objective Optimization](https://arxiv.org/pdf/2402.19078) | | [Sum](https://torchjd.org/stable/docs/scalarization/sum/) | - |