Pengfei Zhou
7 papers · 2024–2026 · 5 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Silver
🌉
Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(20)
👥
Mega-Team · Squad
Top co-authors
Research topics
Artificial Intelligence
(6)
Core AI
(6)
Machine Learning
(4)
Natural Language Processing
(4)
Deep Learning
(2)
Learning Types · Machine Learning
(2)
Models
(2)
Optimization & Theory
(2)
Resources & Methods
(2)
Computer Vision
(1)
Analysis
(1)
Application Areas
(1)
Applications
(1)
Generation
(1)
Learning Types · Deep Learning
(1)
Keywords
multimodal large language model
(3)
multimodal reasoning
(2)
large language model
(2)
evaluation benchmark
(2)
benchmark evaluation
(2)
question understanding
(1)
error detection
(1)
reward model
(1)
knowledge reasoning
(1)
reasoning evaluation
(1)
theory of mind
(1)
collective behavior
(1)
reasoning benchmark
(1)
visual understanding
(1)
human annotation
(1)
chinese language
(1)
scientific reasoning
(1)
process-level reward model
(1)
error identification
(1)
step-wise reward
(1)
Papers
Efficient Video Object Segmentation and Tracking with Recurrent Dynamic Submodel
CVPR 2026
GroupToM-Bench: Benchmarking Group Theory of Mind and Nonlinear Social Emergence in MLLMs
ACL 2026
MDK12-Bench: A Multi-Discipline Benchmark for Evaluating Reasoning in Multimodal Large Language Models
AAAI 2026
MPBench: A Comprehensive Multimodal Reasoning Benchmark for Process Errors Identification
ACL 2025
OpenING: A Comprehensive Benchmark for Judging Open-ended Interleaved Image-Text Generation
CVPR 2025
ProJudge: A Multi-Modal Multi-Discipline Benchmark and Instruction-Tuning Dataset for MLLM-based Process Judges
ICCV 2025
CMMU: A Benchmark for Chinese Multi-modal Multi-type Question Understanding and Reasoning
IJCAI 2024