# 跟仓实验室短页（Rudy 短名单 ∩ GitHub org）

- 生成：2026-10-19 13:05 Asia/Shanghai
- 方法：72 篇 Rudy 短名单中出现的 github.com/org，按短名单篇数排序
- 命中 org 数：**49**
- 短名单有仓：51 / 72

## microsoft（短名单 1 · 全库链接 13 · 全库论文 13）
- org: https://github.com/microsoft
- OG-RAG: Ontology-grounded retrieval-augmented generation for large language models — EMNLP 2025 — [repo](https://github.com/microsoft/ograg2)

## MindIntLab-HFUT（短名单 1 · 全库链接 3 · 全库论文 3）
- org: https://github.com/MindIntLab-HFUT
- MultiAgentESC: A LLM-based Multi-Agent Collaboration Framework for Emotional Support Conversation — EMNLP 2025 — [repo](https://github.com/MindIntLab-HFUT/MultiAgentESC)

## Georgetown-IR-Lab（短名单 1 · 全库链接 2 · 全库论文 2）
- org: https://github.com/Georgetown-IR-Lab
- Faithful Medical Dialogue Generation Using Homo-Heterogeneous Exemplar-based In-Context Knowledge Grounding — LREC 2026 — [repo](https://github.com/Georgetown-IR-Lab/QuickUMLS)

## gusye1234（短名单 1 · 全库链接 2 · 全库论文 2）
- org: https://github.com/gusye1234
- TreeRAG: Unleashing the Power of Hierarchical Storage for Enhanced Knowledge Retrieval in Long Documents — Findings-ACL 2025 — [repo](https://github.com/gusye1234/nano-graphrag)

## Jerryji007（短名单 1 · 全库链接 2 · 全库论文 2）
- org: https://github.com/Jerryji007
- Dialogue to Question Generation for Evidence-based Medical Guideline Agent Development — ML4H 2025 — [repo](https://github.com/Jerryji007/Dialogue2Questions-ML4H2025)

## jinlab-imvr（短名单 1 · 全库链接 2 · 全库论文 2）
- org: https://github.com/jinlab-imvr
- MedAgent-Pro: Towards Evidence-based Multi-modal Medical Diagnosis via Reasoning Agentic Workflow — ICLR 2026 — [repo](https://github.com/jinlab-imvr/MedAgent-Pro)

## snap-stanford（短名单 1 · 全库链接 2 · 全库论文 2）
- org: https://github.com/snap-stanford
- BioDiscoveryAgent: An AI Agent for Designing Genetic Perturbation Experiments — ICLR 2025 — [repo](https://github.com/snap-stanford/BioDiscoveryAgent)

## X-LANCE（短名单 1 · 全库链接 2 · 全库论文 2）
- org: https://github.com/X-LANCE
- From Medical Records to Diagnostic Dialogues: A Clinical-Grounded Approach and Dataset for Psychiatric Comorbidity — ICLR 2026 — [repo](https://github.com/X-LANCE/PsyCo-Diagnosis)

## animeshprasad（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/animeshprasad
- The Attachment Index: Auditing Attachment Language Cues and Relational Safety Risks in Human-LLM Dialogue — CLPSYCH 2026 — [repo](https://github.com/animeshprasad/llm_attachment_index)

## AnonymousSubmission996（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/AnonymousSubmission996
- CLARITY: Clinical Assistant for Routing, Inference, and Triage — EMNLP 2025 — [repo](https://github.com/AnonymousSubmission996/CLARITY)

## Beren-sds（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/Beren-sds
- StoryMI: Steerable Multi-Agent Therapeutic Dialogue Generation — Findings-ACL 2026 — [repo](https://github.com/Beren-sds/StoryMI)

## Deep-Agent（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/Deep-Agent
- MMedAgent-RL: Optimizing Multi-Agent Collaboration for Multimodal Medical Reasoning — ICLR 2026 — [repo](https://github.com/Deep-Agent/R1-V)

## HovChen（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/HovChen
- Beyond the Individual: Virtualizing Multi-Disciplinary Reasoning for Clinical Intake via Collaborative Agents — Findings-ACL 2026 — [repo](https://github.com/HovChen/Aegle)

## iai-group（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/iai-group
- TabMedQA: From Structured Data to Question-Answer Datasets in Early Clinical Decision-Making — CL4HEALTH 2026 — [repo](https://github.com/iai-group/cl4health-tabmedqa)

## JialeWei（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/JialeWei
- Case2Flow: Bridging Patient Cases and Guideline Flowcharts through Multimodal Retrieval — EMNLP 2026 — [repo](https://github.com/JialeWei/Case2Flow)

## KaiChenNJ（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/KaiChenNJ
- MDTeamGPT: Mitigating Context Collapse and Enabling Self-Evolution in Medical Multi-Agent Reasoning — Findings-ACL 2026 — [repo](https://github.com/KaiChenNJ/MDTeamGPT)

## khoapham154（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/khoapham154
- A Clinical Guideline-Grounded Hybrid Agentic Framework for Holistic Epilepsy Management — MICCAI 2026 — [repo](https://github.com/khoapham154/epi_guide)

## lhannnn（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/lhannnn
- DialogGuard: Multi-Agent Psychosocial Safety Evaluation Interface of Sensitive LLM Responses — ACL 2026 — [repo](https://github.com/lhannnn/dialogguard-web)

## LibertFan（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/LibertFan
- AI Hospital: Benchmarking Large Language Models in a Multi-agent Medical Interaction Simulator — COLING 2025 — [repo](https://github.com/LibertFan/AI_Hospital)

## Lingxi-mental-health（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/Lingxi-mental-health
- MIND: Unified Inquiry and Diagnosis RL with Criteria Grounded Clinical Supports for Psychiatric Consultation — EMNLP 2026 — [repo](https://github.com/Lingxi-mental-health/MIND)

## Lucanyc（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/Lucanyc
- OccuTriage: An AI Agent Orchestration Framework for Occupational Health Triage Prediction — ACL 2025 — [repo](https://github.com/Lucanyc/TriageAgent)

## NJU-RL（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/NJU-RL
- From Conflict to Consensus: Boosting Medical Reasoning via Multi-Round Agentic RAG — ICML 2026 — [repo](https://github.com/NJU-RL/MA-RAG)

## nsivaku（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/nsivaku
- DART: Leveraging Multi-Agent Disagreement for Tool Recruitment in Multimodal Reasoning — EACL 2026 — [repo](https://github.com/nsivaku/dart)

## ossiver-GEL（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/ossiver-GEL
- GraphDx: A Cost-Aware Knowledge-Enhanced Multi-Agent Framework for Sequential Diagnosis — Findings-ACL 2026 — [repo](https://github.com/ossiver-GEL/GraphDx)

## paulleamy（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/paulleamy
- From Sound to Symptom: Real-Time Respiratory Signal Understanding for Conversational Healthcare Agents — SIGDIAL 2026 — [repo](https://github.com/paulleamy/AMI-Cough-Annotations)

## Quark-Medical（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/Quark-Medical
- ATPO: ADAPTIVE TREE POLICY OPTIMIZATION FOR MULTI-TURN MEDICAL DIALOGUE — ICLR 2026 — [repo](https://github.com/Quark-Medical/ATPO)

## romorale（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/romorale
- Reliable Automated Triage in Spanish Clinical Notes: A Hybrid Framework for Risk-Aware HIV Suspicion Identification — BioNLP 2026 — [repo](https://github.com/romorale/mil_uq_public)

## roychowdhuryresearch（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/roychowdhuryresearch
- Teaching LLMs to Recommend and Defer in Underrepresented Epilepsy Care — NeurIPS 2026 — [repo](https://github.com/roychowdhuryresearch/Manana)

## roymoutushi（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/roymoutushi
- NLP4Health: Multilingual Clinical Dialogue Summarization and QA with mT5 and LoRA — NLPAI4HEALTH 2025 — [repo](https://github.com/roymoutushi/NLP4Health)

## sakurakawa1（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/sakurakawa1
- CliCARE: Grounding Large Language Models in Clinical Guidelines for Decision Support over Longitudinal Cancer Electronic Health Records — AAAI 2026 — [repo](https://github.com/sakurakawa1/CliCARE)

## sallyy1（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/sallyy1
- CAP: A Source-Grounded Proposition Scaffold for Faithful Clinical Dialogue-to-Note Generation — BioNLP 2026 — [repo](https://github.com/sallyy1/CAP-ACL-2026)

## seemdog（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/seemdog
- Evaluating the Pre-Consultation Ability of LLMs using Diagnostic Guidelines — EACL 2026 — [repo](https://github.com/seemdog/EPAG)

## Shuzhong-Lai（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/Shuzhong-Lai
- ASD-iLLM:An Intervention Large Language Model for Autistic Children based on Real Clinical Dialogue Intervention Dataset — Findings-EMNLP 2025 — [repo](https://github.com/Shuzhong-Lai/ASD-iLLM)

## sravanthi6m（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/sravanthi6m
- Knowing When to Abstain: Medical LLMs Under Clinical Uncertainty — EACL 2026 — [repo](https://github.com/sravanthi6m/MedAbstain)

## timothy0203（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/timothy0203
- Benchmarking Reinforcement Learning Algorithms for ICU Ventilator Settings: An Interpretable and Probabilistic Patient Environment for Doctor Agents — AAAI 2026 — [repo](https://github.com/timothy0203/aaai-26-rl-benchmark-icu-ventilator-patient-environment)

## trendscenter（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/trendscenter
- AI Psychiatrist Assistant: An LLM-based Multi-Agent System for Depression Assessment from Clinical Interviews — ML4H 2025 — [repo](https://github.com/trendscenter/ai-psychiatrist)

## univanxx（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/univanxx
- 3MDBench: Medical Multimodal Multi-agent Dialogue Benchmark — EMNLP 2025 — [repo](https://github.com/univanxx/3mdbench)

## VioletAmethystLunar（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/VioletAmethystLunar
- Experience is the Teacher: Reusing Atomic Thoughts from LLMs to Improve Medical Dialogue — Findings-ACL 2026 — [repo](https://github.com/VioletAmethystLunar/Atomic-Thoughts-Medical-Dialogue)

## wshi83（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/wshi83
- MedAgentGym: A Scalable Agentic Training Environment for Code-Centric Reasoning in Biomedical Data Science — ICLR 2026 — [repo](https://github.com/wshi83/MedAgentGym)

## X-D-Lab（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/X-D-Lab
- MIND: Towards Immersive Psychological Healing with Multi-Agent Inner Dialogue — Findings-EMNLP 2025 — [repo](https://github.com/X-D-Lab/MindChat)

## xiaoyaoiii（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/xiaoyaoiii
- SOAPTriage: SOAP-Guided Multi-View Clinical Text Modeling Framework for Automated ESI Prediction — ACL 2026 — [repo](https://github.com/xiaoyaoiii/SOAPTriage)

## yahskapar（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/yahskapar
- ``What's Up, Doc?'': Analyzing How Users Seek Health Information in Large-Scale Conversational AI Datasets — Findings-EMNLP 2025 — [repo](https://github.com/yahskapar/HealthChat)

## yczhou001（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/yczhou001
- MAM: Modular Multi-Agent Framework for Multi-Modal Medical Diagnosis via Role-Specialized Collaboration — Findings-ACL 2025 — [repo](https://github.com/yczhou001/MAM)

## yhzhu99（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/yhzhu99
- MedAgentBoard: Benchmarking Multi-Agent Collaboration with Conventional Methods for Diverse Medical Tasks — NeurIPS 2025 — [repo](https://github.com/yhzhu99/MedAgentBoard)

## YizeezLiu（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/YizeezLiu
- DermAgent: A Multi-Tool Agentic System for Evidence-Grounded and Traceable Reasoning in Dermatology — MICCAI 2026 — [repo](https://github.com/YizeezLiu/DermAgent)

## yuan-12138（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/yuan-12138
- From Scanning Guidelines to Action: A Robotic Ultrasound Agent with LLM-Based Reasoning — MICCAI 2026 — [repo](https://github.com/yuan-12138/RUSSAgent)

## zakelawen（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/zakelawen
- D$^2$-RAG: Dual-Decision Retrieval-Augmented Generation via Multi-Dimensional Uncertainty and Utility-Aware Decoding — Findings-ACL 2026 — [repo](https://github.com/zakelawen/d--rag)

## zhao-zy15（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/zhao-zy15
- Strong Reasoning Isn't Enough: Evaluating Evidence Elicitation in Interactive Diagnosis — Findings-ACL 2026 — [repo](https://github.com/zhao-zy15/RareArena)

## ZJUMAI（短名单 1 · 全库链接 1 · 全库论文 1）
- org: https://github.com/ZJUMAI
- LLMs Can Simulate Standardized Patients via Agent Coevolution — ACL 2025 — [repo](https://github.com/ZJUMAI/EvoPatient)