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cs.AI2026
OracleProto: A Reproducible Framework for Benchmarking LLM Forecasting via Knowledge Cutoffs and Temporal Masking
Yiding Ma, Chengyun Ruan, Kaibo Huang +3
Forecasting is a composite capability encompassing information gathering, evidence integration, situational assessment, and decision-making. Large language models (LLMs) combine re…
cs.AI2026
ACF: A Collaborative Framework for Agent Covert Communication under Cognitive Asymmetry
Wansheng Wu, Kaibo Huang, Yukun Wei +2
As generative artificial intelligence evolves, autonomous agent networks present a powerful paradigm for interactive covert communication. However, because agents dynamically updat…
cs.AI2025
Agent Guide: A Simple Agent Behavioral Watermarking Framework
Kaibo Huang, Zipei Zhang, Zhongliang Yang +1
The increasing deployment of intelligent agents in digital ecosystems, such as social media platforms, has raised significant concerns about traceability and accountability, partic…