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Junfeng Zhao

20 papers · 2020–2026 · 7 conferences · across top CS/AI conferences

Achievements

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+7 more ↓ ๐ŸŒ Conference Polyglot (7) ๐ŸŒ‰ Interdisciplinary Bridge ๐Ÿ—บ๏ธ Taxonomy Completionist (10) ๐Ÿงญ Keyword Pioneer ๐Ÿƒ Academic Marathon (5)
๐Ÿ Cross-Pollinator (13) ๐ŸŒˆ Renaissance Researcher (7) ๐Ÿค Dynamic Duo (16) ๐Ÿ† Grand Slam ๐Ÿ’Ž Century Club (17) โšก Prolific Year (8) ๐Ÿ—ƒ๏ธ Keyword Collector (82)

Conferences

ACL (7) AAAI (5) NIPS (3) ICML (2) EMNLP (1) ICLR (1) IJCAI (1)

Papers

Toward Better EHR Reasoning in LLMs: Reinforcement Learning with Expert Attention Guidance AAAI 2026 ProMed: Shapley Information Gain Guided Reinforcement Learning for Proactive Medical LLMs ACL 2026 DFAMS: Dynamic-flow guided Federated Alignment based Multi-prototype Search ACL 2026 Parenting: Optimizing Knowledge Selection of Retrieval-Augmented Language Models with Parameter Decoupling and Tailored Tuning ACL 2025 DearLLM: Enhancing Personalized Healthcare via Large Language Models-Deduced Feature Correlations AAAI 2025 KnowPO: Knowledge-Aware Preference Optimization for Controllable Knowledge Selection in Retrieval-Augmented Language Models AAAI 2025 TCโ€“RAG: Turingโ€“Complete RAGโ€™s Case study on Medical LLM Systems ACL 2025 HyKGE: A Hypothesis Knowledge Graph Enhanced RAG Framework for Accurate and Reliable Medical LLMs Responses ACL 2025 3DS: Medical Domain Adaptation of LLMs via Decomposed Difficulty-based Data Selection EMNLP 2025 DRESSing Up LLM: Efficient Stylized Question-Answering via Style Subspace Editing ICLR 2025 Efficient Graph Continual Learning via Lightweight Graph Neural Tangent Kernels-based Dataset Distillation ICML 2025 Parameter Efficient Quasi-Orthogonal Fine-Tuning via Givens Rotation ICML 2024 RAGraph: A General Retrieval-Augmented Graph Learning Framework NIPS 2024 ITAKE: Interactive Unstructured Text Annotation and Knowledge Extraction System with LLMs and ModelOps ACL 2024 SMART: Towards Pre-trained Missing-Aware Model for Patient Health Status Prediction NIPS 2024 Fused Gromov-Wasserstein Graph Mixup for Graph-level Classifications NIPS 2023 KerPrint: Local-Global Knowledge Graph Enhanced Diagnosis Prediction for Retrospective and Prospective Interpretations AAAI 2023 Enhancing Neural Topic Model with Multi-Level Supervisions from Seed Words ACL 2023 VecoCare: Visit Sequences-Clinical Notes Joint Learning for Diagnosis Prediction in Healthcare Data IJCAI 2023 COTSAE: CO-Training of Structure and Attribute Embeddings for Entity Alignment AAAI 2020