作者位次 #3/5ICML 2026Poster· Social Aspects / Accountability, Transparency, and Interpretability
IACW: Intent-Aware Controllable Watermarking for Scalable Authorial Intent Attribution
Hao Huang · Ruihua Zhou · JiaTang Luo · Yunpeng Li · Yuling Liu
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Hao Huang · Ruihua Zhou · JiaTang Luo · Yunpeng Li · Yuling Liu
Rongxin Chen · Tianyu Wu · Bingbing Xu · JiaTang Luo · Xiucheng Xu · Huawei Shen
High-fidelity agent initialization is crucial for credible Agent-Based Modeling across diverse domains. A robust framework should be Topic-Adaptive, capturing macro-level joint distributions while ensuring micro-level individual rationality. Existing approaches fall into two categories: static da...
Hao Huang · JiaTang Luo · Ruihua Zhou · Yunpeng Li · Yuling Liu
While Retrieval-Augmented Generation (RAG) systems are designed to enhance factual fidelity by grounding LLMs in provided sources, the application of current watermarking techniques creates a paradoxical failure mode. These methods, being inherently fact-agnostic, force the model to deviate from...