Peng Xia
16 papers · 2023–2026 · 10 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Gold π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (30) π₯ Mega-Team Β· Squad π Grand Slam
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Venues
Top co-authors
Research topics
Machine Learning
(10)
Artificial Intelligence
(9)
Core AI
(8)
Computer Vision
(4)
Learning Types
(4)
Deep Learning
(3)
Healthcare & Medicine
(3)
Natural Language Processing
(3)
Clinical
(3)
Domain-Specific
(3)
Application Areas
(2)
Architectures
(2)
Core Methods
(2)
Learning Paradigms
(2)
Optimization & Theory
(2)
Keywords
multimodal learning
(3)
medical vision-language model
(3)
semi-supervised learning
(2)
medical visual question answering
(2)
multi-agent system
(2)
class imbalance
(2)
retrieval-augmented generation
(2)
large language model
(2)
medical imaging
(1)
pseudo labeling
(1)
preference learning
(1)
medical image segmentation
(1)
medical image classification
(1)
multi-label classification
(1)
vision-language model
(1)
hierarchical classification
(1)
reward model
(1)
feedback mechanism
(1)
graph representation learning
(1)
visual recognition
(1)
Papers
MedVerse: Efficient and Reliable Medical Reasoning via DAG-Structured Parallel Execution
ACL 2026
Paper2Figure: A Multi-Agent Collaborative System for Figure Generation Towards Academic Research Paper
CVPR 2026
Anyprefer: An Agentic Framework for Preference Data Synthesis
ICLR 2025
HGCLIP: Exploring Vision-Language Models with Graph Representations for Hierarchical Understanding
COLING 2025
MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization
ICML 2025
MMed-RAG: Versatile Multimodal RAG System for Medical Vision Language Models
ICLR 2025
MMIE: Massive Multimodal Interleaved Comprehension Benchmark for Large Vision-Language Models
ICLR 2025
Neighbor Does Matter: Density-Aware Contrastive Learning for Medical Semi-supervised Segmentation
AAAI 2025
Towards Realistic Semi-supervised Medical Image Classification
AAAI 2025
CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language Models
NeurIPS 2024
Generalizing to Unseen Domains in Diabetic Retinopathy with Disentangled Representations
MICCAI 2024
LMPT: Prompt Tuning with Class-Specific Embedding Loss for Long-Tailed Multi-Label Visual Recognition
ACL 2024
OphNet: A Large-Scale Video Benchmark for Ophthalmic Surgical Workflow Understanding
ECCV 2024
RULE: Reliable Multimodal RAG for Factuality in Medical Vision Language Models
EMNLP 2024
TP-DRSeg: Improving Diabetic Retinopathy Lesion Segmentation with Explicit Text-Prompts Assisted SAM
MICCAI 2024
NurViD: A Large Expert-Level Video Database for Nursing Procedure Activity Understanding
NeurIPS 2023