Language-model agents are usually trained by reinforcement learning from one reward per episode, and privileged self-distillation enriches it by letting the same policy, given a skill, teach its skill-free self through token probabilities. However, we identify two phenomena that question this channel. Invisible Advanta...
Mu-Yang Li, Jie Yang, Zheng-Yu Fang et al.· 0 citations
Bacterially infected wounds often exhibit dysregulated inflammatory responses and ineffective pathogen clearance, leading to a dysregulated healing cascade and pathological scarring. Here, we present a spatiotemporally programmed core-shell hydrogel sphere system engineered via a molecular-weight-gradient hyaluronic ac...
Jun-Chao Zhu, Bo-Wen Qiao, Yong-Ping Liang et al.· Journal of Controlled Releas...· 0 citations
PaSTel is introduced, a hierarchical multimodal pretraining framework that integrates biological priors at three levels that consistently outperforms existing vision and vision-omics encoders, demonstrating that incorporating multiscale biological priors yields more informative and transferable representations for spat...
Azim Dehghani Amirabad, Jun-Chao Zhu, Pushpak Pati et al.· 0 citations
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