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cs.CR2026
AuxMark: Defending Against Unauthorized Agent Distillation via Auxiliary Behavioral Watermarking
Yiqing Feng, Haozhe Feng, Shunan Shang +4
Large language model agents can acquire complex capabilities through multi-step interaction and tool use, but their trajectories can also be illegally collected to dis- till studen…
cs.LG2026
Feature to Dynamics: Feature-space to Autoregression strategy for Zero-shot Time Series Forecasting
Yifan Wu, Junjie Wu, Kai Wu +2
Zero-shot time series forecasting aims to predict future values for previously unseen series, requiring models to generalize temporal dynamics beyond the training distribution. Whi…