Author

Beilun Wang

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Preprint Oct 2026

Memory-Centric Continual Learning for AI Agents

Autonomous agents powered by foundation models can reason, plan, and use tools, but their fixed weights and context limits hinder sustained learning from experience over long-term deployment. While external memory systems attempt to bridge this gap, they mostly act as passive retrieval caches, evaluated primarily by wh...

Dongfang Li, Zhuo-En Chen, Bo-Nian Jia et al. · 0 citations

Jul 2026

ABOPD: Antibody CDR Design via On-Policy Distillation

ABOPD is introduced, an antibody design framework based on on-policy distillation that leverages privileged native geometry during training to supervise states visited along the model's own denoising trajectories, offering a path to higher-fidelity protein design.

Zhuo Yang, Jiaying He, Jiaqing Xie et al. · arXiv.org · 0 citations