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20232026
most citedDR-Encoder: Encode Low-rank Gradients with Random Prior for Large Language Models Differentially Privately

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cs.LG2026

PertMind: Eliciting Emergent Biological Reasoning in LLM via Reinforcement Learning on Cellular Perturbation Data

Zhenchao Tang, Xiaogang Xu, Tianxu Lv +16

Large language models can describe mechanisms, yet scalable post-training still depends on costly, manually curated biological reasoning traces. Here we show that cellular perturba…