Krunoslav Lehman Pavasovic's Avatar

Krunoslav Lehman Pavasovic

@krunolp

PhD @Meta & @ENSParis. Diffusion Models, Flow Matching, High-Dimensional Statistics.

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Latest posts by Krunoslav Lehman Pavasovic @krunolp

GitHub - facebookresearch/difFOCI: GitHub repository for the work A Differentiable Rank-Based Objective for Better Feature Learning. GitHub repository for the work A Differentiable Rank-Based Objective for Better Feature Learning. - facebookresearch/difFOCI

5/ The work is now available at:

πŸ“š arXiv: arxiv.org/abs/2502.09445 #ICLR2025
πŸ’»GitHub: github.com/facebookrese...

09.04.2025 12:49 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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4/ On more complex machine-learning tasks, difFOCI performs favorably in terms of Worst group accuracy across several benchmarks:

09.04.2025 12:49 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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3/ On standard classical feature selection tasks, difFOCI outperforms standard methods, selecting only a few informative, yet diverse features

09.04.2025 12:49 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

2/ difFOCI is a plug-and-play differentiable relaxation of the Chatterjee's correlation coefficient, a popular, recently-proposed rank-based estimator. We show that difFOCI improves on numerous ML and AI applications, including domain shift, spurious correlations and fairness

09.04.2025 12:49 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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1/ Happy to share my first accepted paper as a PhD student at Meta and ENS, Paris which I will present at @iclr-conf.bsky.social:

πŸ“š Our work proposes difFOCI, a novel rank-based objective for ✨better feature learning✨

In collab with David Lopez-Paz, @giuliobiroli.bsky.social and Levent Sagun!

09.04.2025 12:49 πŸ‘ 3 πŸ” 1 πŸ’¬ 1 πŸ“Œ 0