الباحثون

Siyi Liu

المنشورات 2

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Learn Here, Move Less Elsewhere: Input-Conditioned Plasticity from Retained-Domain Activation Atlases

Jiangtao Lin, Bangyang Wei, Yihang Ding وآخرون · 2026

Task-specific fine-tuning can rewrite a language model's answers beyond the training task, complicating updates that must preserve existing behavior. We introduce ATLAS, which turns retained-domain representations into an input-dependent rule for task adaptation. An activation atlas supplies local reference centers and …

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From Soft Targets to Reward Signals: How Assignment and Reward Objectives Interact

Jiangtao Lin, Bangyang Wei, Siyi Liu وآخرون · 2026

Soft preference targets specify supervision strength, and reward objectives convert that strength into learned reward signals. A central design question remains: how does assigning a fixed set of preference strengths to different response pairs change the rewards produced by different objectives? We introduce assignmen …

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