4 papers
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…
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…
Machine Unlearning in Forgettability Sequence
Junjie Chen, Qian Chen, Jian Lou +3
Machine unlearning (MU) is becoming a promising paradigm to achieve the "right to be forgotten", where the training trace of any chosen data points could be eliminated, while maint…
Signed Graph Neural Ordinary Differential Equation for Modeling Continuous-time Dynamics
Lanlan Chen, Kai Wu, Jian Lou +1
Modeling continuous-time dynamics constitutes a foundational challenge, and uncovering inter-component correlations within complex systems holds promise for enhancing the efficacy…