Author

Huanxuan Liao

Institute of Automation, Chinese Academy of Sciences

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Review Sep 2026

Allocate Before You Embed: Adaptive Visual Input Allocation for Video Embeddings

Large-scale video retrieval requires embedding models to encode long and diverse videos under tight visual-input and inference budgets. Existing methods typically sample a small, fixed set of frames at their original resolution, limiting temporal coverage and ignoring frame importance. Our empirical analysis shows that...

Song Jin, Zhong-Tao Jiang, Cheng-Lei Shen et al. · 1 citation

Conference Open access 2026

Spectral Disentanglement: Rank-Aware Task Adaptation for Rehearsal-free Continual Learning in LLMs

Continual Learning (CL) for Large Language Models (LLMs) faces a fundamental Stability-Plasticity Dilemma : balancing the plasticity to acquire new capabilities with the stability to preserve prior knowledge. While Parameter-Efficient Fine-Tuning methods, such as LoRA, enable efficient adaptation, we identify a critica...

Huanxuan Liao, Shizhu He, Yupu Hao et al. · Annual Meeting of the Associ... · 1 citation · ⚡1