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20242026
most citedSafe Delta: Consistently Preserving Safety when Fine-Tuning LLMs on Diverse Datasets

1 citations · 2 across the 9 of their papers we have counts for

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cs.LG2024

Pareto Merging: Multi-Objective Optimization for Preference-Aware Model Merging

Weiyu Chen, James Kwok

Model merging, which combines multiple models into a single model, has gained popularity in recent years. By efficiently integrating the capabilities of various models, this signif…

cs.LG2024

Efficient Pareto Manifold Learning with Low-Rank Structure

Weiyu Chen, James T. Kwok

Multi-task learning, which optimizes performance across multiple tasks, is inherently a multi-objective optimization problem. Various algorithms are developed to provide discrete t…