Peng Xia
15 papers · 2023–2026 · 9 conferences · across top CS/AI conferences
Achievements
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πΊοΈ Taxonomy Completionist (21) π Renaissance Researcher (6) π Interdisciplinary Bridge π Conference Polyglot (9) π§ Keyword Pioneer
πΊοΈ
Taxonomy Completionist
(21)
π₯
Mega-Team
(25)
π
Grand Slam
β‘
Prolific Year
(6)
π
Century Club
(14)
π
Conference Pioneer
Conferences
ICLR (3)
AAAI (2)
ACL (2)
MICCAI (2)
NIPS (2)
COLING (1)
ECCV (1)
EMNLP (1)
ICML (1)
Top co-authors
Keywords
medical vision language model
(2)
class imbalance
(2)
semi-supervised learning
(2)
medical imaging
(1)
attention mechanism
(1)
graph representation learning
(1)
multimodal learning
(1)
multi-label classification
(1)
pseudo labeling
(1)
medical image segmentation
(1)
medical image classification
(1)
visual recognition
(1)
vision language model
(1)
semantic clustering
(1)
text embedding
(1)
retrieval-augmented generation
(1)
long-tailed distribution
(1)
open-set recognition
(1)
prompt tuning
(1)
directed acyclic graph
(1)
Papers
MedVerse: Efficient and Reliable Medical Reasoning via DAG-Structured Parallel Execution
ACL 2026
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
MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization
ICML 2025
Anyprefer: An Agentic Framework for Preference Data Synthesis
ICLR 2025
HGCLIP: Exploring Vision-Language Models with Graph Representations for Hierarchical Understanding
COLING 2025
Neighbor Does Matter: Density-Aware Contrastive Learning for Medical Semi-supervised Segmentation
AAAI 2025
Towards Realistic Semi-supervised Medical Image Classification
AAAI 2025
RULE: Reliable Multimodal RAG for Factuality in Medical Vision Language Models
EMNLP 2024
CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language Models
NIPS 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
Generalizing to Unseen Domains in Diabetic Retinopathy with Disentangled Representations
MICCAI 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
NIPS 2023