Publications

A symbolic simulation environment compiled from real kitchen videos for evaluating large-model agents on long-horizon embodied tasks.

A retrieval-control framework for legal consultation based on element coverage, evidence coverage, and marginal gain.

A physics-informed numeric transformer for rheology prediction in polymer nanocomposites, with scientific-ML and agent-workflow integration.

A multilevel-auction and LLM-assisted planning framework for EV charging-station location under preference uncertainty and incentive constraints.