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Author

G. Dziugaite

2 papers indexed here

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#machine learning Preprint Oct 2026

Towards Faithful Data Selection: Statistical Limits and Scalable Algorithms

This work proposes a swap-based local search that decreases the bound at every accepted step and can refine the output of any selector without worsening its bound, and provides experimental results on CIFAR10 and CIFAR100 showing that it matches existing data selection baselines.

Ahmed Mehdi Inane, Mahdi Haghifam, G. Dziugaite et al. · 0 citations
#artificial intelligence Preprint Jan 2025

Forget About It: Mitigating Forgetting Without Replay or Auxiliary Objectives

It is suggested that simple in-training interpolation deserves consideration before introducing more elaborate forgetting-mitigation mechanisms, and Sequential Fine-tuning with Averaging with Averaging with SFA is introduced and evaluated.

Anat Kleiman, G. Dziugaite, Jonathan Frankle et al. · 16 citations · ⚡2

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