Flow-ERD: Agent-type Aware Flow Matching with Entropy-Regularized Distillation for Diverse Traffic Simulation

Flow-ERD: Agent-type Aware Flow Matching with Entropy-Regularized Distillation for Diverse Traffic Simulation

Flow-ERD is a multi-agent traffic simulator that combines agent-type aware flow matching with entropy-regularized distillation to achieve both realistic and diverse motion patterns…

Hugging Face · Daily Papers ·Seulbin Hwang, Kiyoung Om · ·▲ 5 upvotes

Este artigo está em destaque na seleção diária de papers do Hugging Face, curada pela comunidade de pesquisa em IA.

Autores: Seulbin Hwang, Kiyoung Om, Daejung Kim, Jinhan Lee

  • 5 upvotes da comunidade
  • Temas: multi-agent simulator, flow matching, multi-modal expressiveness, kinematic execution, entropy-regularized reverse-KL objective, covariate shift

Resumo

Resumo original (em inglês), extraído do paper:

Flow-ERD is a multi-agent traffic simulator that combines agent-type aware flow matching with entropy-regularized distillation to achieve both realistic and diverse motion patterns.

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