作者位次 #5/6ICLR 2026Poster· Applications / Language, Speech and Dialog
PAMDP: Interact to Persona Alignment via a Partially Observable Markov Decision Process
ZHE YANG · Yi Huang · Si Chen · Xiaoting Wu · Jingyu Yao · Junlan Feng
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ZHE YANG · Yi Huang · Si Chen · Xiaoting Wu · Jingyu Yao · Junlan Feng
Xiaoting Wu · Yi Huang · Chunyang Gao · Mengfei Guo · Jingyu Yao · Junlan Feng
Existing user simulators based on prompting to role-play or SFT are generally confined to imitating users’ textual utterances, without adequately considering the multi-faceted cognitive processes that underlie human decision-making during interactions. To facilitate better alignment with real hum...
Chunyang Gao · Yi Huang · Jingyu Yao · Xiaoting Wu · Junlan Feng
Despite the remarkable evolution of Large Language Models (LLMs) from simple assistants to versatile agents, effective personalization remains a significant challenge. Existing approaches often treat user preferences as static or merely time-varying traits, overlooking the dynamic nature of human...
ZHE YANG · Yi Huang · Yaqin Chen · Chunyang Gao · Jingyu Yao · Junlan Feng
Memory serves as a pivotal component in interactive response generation, supplying essential background information and referential knowledge for dialogues. Conventional interactive algorithms have predominantly treated memory as a merely contextual element, largely neglecting the nuanced cogniti...