Ting-Yu Cao

Proactive Service Agents: A Unified Decision Framework, Methods, and Evaluation

This survey gives an operational definition centered on initiative and formulates the problem as a partially observable sequential decision process constrained by authorization and risk, and shows why offline classification performance alone does not predict deployment benefit and why long-term memory is not a defining...