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cs.LG2026
Embedding Compression via Spherical Coordinates
Han Xiao
We present an -bounded compression method for unit-norm embeddings that achieves 1.5 compression, 25% better than the best prior lossless method. The method exploits tha…
cs.LG2026
Mitigating the Safety Alignment Tax with Null-Space Constrained Policy Optimization
Yifan Niu, Han Xiao, Dongyi Liu +2
As Large Language Models (LLMs) are increasingly deployed in real-world applications, it is important to ensure their behaviors align with human values, societal norms, and ethical…
cs.LG2024
Improving Data-aware and Parameter-aware Robustness for Continual Learning
Hanxi Xiao, Fan Lyu
The goal of Continual Learning (CL) task is to continuously learn multiple new tasks sequentially while achieving a balance between the plasticity and stability of new and old know…