Wrong paper links in the README for COSMOS and GeometricMean

In the "Supported Scalarizers" table of the README (also shown on PyPI), two publication links point to unrelated astrophysics papers:

Scalarizer	Current link	Points to	Correct link
COSMOS	arXiv 2303.04536	FUors, EXors and the role of intermediate objects	arXiv 2103.13392: Scalable Pareto Front Approximation for Deep Multi-Objective Learning, already cited by the `COSMOS` docstring
GeometricMean	arXiv 1902.08325	The Spiral Structure of the Milky Way Galaxy from Radio Observations	arXiv 1904.08492: MultiNet++: Multi-Stream Feature Aggregation and Geometric Loss Strategy for Multi-Task Learning

The COSMOS row also uses a title that doesn't match the paper (COSMOS: Enhancing Multi-Objective Optimization with Scalarization); it should use the title of the cited paper.

Relevant lines:

TorchJD/README.md

Lines 159 to 165 in 9ba45e3

    
           | [COSMOS](https://torchjd.org/stable/docs/scalarization/cosmos/) | [COSMOS: Enhancing Multi-Objective Optimization with Scalarization](https://arxiv.org/pdf/2303.04536) | 
        
           | [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) | 
        
           | [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 (to double-check): the README cites IEEE 7445185 (A Decomposition-Based Evolutionary Algorithm for Many Objective Optimization), while the PBI docstring cites MOEA/D (IEEE 4358754), where PBI was introduced. The README should probably cite the same paper as the docstring.

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Fix the COSMOS and GeometricMean rows of the README (link and title).
Align the PBI row with the PBI docstring.

Hi, I’d like to work on this. I’ll submit a focused README fix shortly.

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Wrong paper links in the README for COSMOS and GeometricMean #808

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	\| [COSMOS](https://torchjd.org/stable/docs/scalarization/cosmos/) \| [COSMOS: Enhancing Multi-Objective Optimization with Scalarization](https://arxiv.org/pdf/2303.04536) \|
	\| [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) \|
	\| [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) \|

Wrong paper links in the README for COSMOS and GeometricMean #808

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nightcityblade commented on Oct 7, 2026

adityawaghamare commented on Oct 8, 2026

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