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Pengyi Li

14 papers hereh-index 11512 citations29 works total

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

author position
  • first author2
  • middle author9

Across the 11 of 14 papers where every author was matched, so the position is known.

fields
  • cs.RO4
  • cs.AI3
  • cs.LG2
  • cs.NE2
  • cs.GT1
  • cs.MA1
same name
  • Pengyi Li — 3 papers, h 2
  • Pengyi Li — 1 paper
  • Pengyi Li — 1 paper

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
20212026
most citedERL-Re2: Efficient Evolutionary Reinforcement Learning with Shared State Representation and Individual Policy Representation

16 citations · 38 across the 13 of their papers we have counts for

collaborators
Showing 2025Show all

3 papers · 1 filter

cs.RO2025

Embodied Arena: A Comprehensive, Unified, and Evolving Evaluation Platform for Embodied AI

Fei Ni, Min Zhang, Pengyi Li +34

Embodied AI development significantly lags behind large foundation models due to three critical challenges: (1) lack of systematic understanding of core capabilities needed for Emb…

cs.RO2025

Embodied-R1: Reinforced Embodied Reasoning for General Robotic Manipulation

Yifu Yuan, Haiqin Cui, Yaoting Huang +7

Generalization in embodied AI is hindered by the "seeing-to-doing gap," which stems from data scarcity and embodiment heterogeneity. To address this, we pioneer "pointing" as a uni…

cs.RO2025

From Seeing to Doing: Bridging Reasoning and Decision for Robotic Manipulation

Yifu Yuan, Haiqin Cui, Yibin Chen +7

Achieving generalization in robotic manipulation remains a critical challenge, particularly for unseen scenarios and novel tasks. Current Vision-Language-Action (VLA) models, while…

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