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researcher

P. Ren

36 papers hereh-index 427.3k citations173 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author21
  • last author8

Across the 30 of 36 papers where every author was matched, so the position is known.

fields
  • cs.CL21
  • cs.IR13
  • cs.LG1
  • cs.MA1
same name
  • P. Ren — 2 papers, h 2
  • P. Ren — 1 paper, h 10
  • P. Ren — 1 paper, h 14
  • P. Ren — 1 paper, h 24

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20242026
collaborators
Showing cs.MAShow all

1 paper · 1 filter

cs.MA2024

Beyond Local Views: Global State Inference with Diffusion Models for Cooperative Multi-Agent Reinforcement Learning

Zhiwei Xu, Hangyu Mao, Nianmin Zhang +8

In partially observable multi-agent systems, agents typically only have access to local observations. This severely hinders their ability to make precise decisions, particularly du…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.