1microsoft 短名单 1
OG-RAG: Ontology-grounded retrieval-augmented generation for large language models repo
口径：从 Rudy 焦点短名单 72 篇中提取出现的
github.com/org，与全库 org 频次表交叉。
每条展示：GitHub 组织链、短名单篇数、全库链接/论文数、代表论文与 repo。
数据与 Hub #labs 一致；本页为自包含中文导览。
全部命中 org（49）
| # | org | 短名单 | 全库链 | 全库论文 | 代表论文 | repo |
|---|---|---|---|---|---|---|
| 1 | microsoft | 1 | 13 | 13 | OG-RAG: Ontology-grounded retrieval-augmented generation for large lan… | repo |
| 2 | MindIntLab-HFUT | 1 | 3 | 3 | MultiAgentESC: A LLM-based Multi-Agent Collaboration Framework for Emo… | repo |
| 3 | Georgetown-IR-Lab | 1 | 2 | 2 | Faithful Medical Dialogue Generation Using Homo-Heterogeneous Exemplar… | repo |
| 4 | gusye1234 | 1 | 2 | 2 | TreeRAG: Unleashing the Power of Hierarchical Storage for Enhanced Kno… | repo |
| 5 | Jerryji007 | 1 | 2 | 2 | Dialogue to Question Generation for Evidence-based Medical Guideline A… | repo |
| 6 | jinlab-imvr | 1 | 2 | 2 | MedAgent-Pro: Towards Evidence-based Multi-modal Medical Diagnosis via… | repo |
| 7 | snap-stanford | 1 | 2 | 2 | BioDiscoveryAgent: An AI Agent for Designing Genetic Perturbation Expe… | repo |
| 8 | X-LANCE | 1 | 2 | 2 | From Medical Records to Diagnostic Dialogues: A Clinical-Grounded Appr… | repo |
| 9 | animeshprasad | 1 | 1 | 1 | The Attachment Index: Auditing Attachment Language Cues and Relational… | repo |
| 10 | AnonymousSubmission996 | 1 | 1 | 1 | CLARITY: Clinical Assistant for Routing, Inference, and Triage | repo |
| 11 | Beren-sds | 1 | 1 | 1 | StoryMI: Steerable Multi-Agent Therapeutic Dialogue Generation | repo |
| 12 | Deep-Agent | 1 | 1 | 1 | MMedAgent-RL: Optimizing Multi-Agent Collaboration for Multimodal Medi… | repo |
| 13 | HovChen | 1 | 1 | 1 | Beyond the Individual: Virtualizing Multi-Disciplinary Reasoning for C… | repo |
| 14 | iai-group | 1 | 1 | 1 | TabMedQA: From Structured Data to Question-Answer Datasets in Early Cl… | repo |
| 15 | JialeWei | 1 | 1 | 1 | Case2Flow: Bridging Patient Cases and Guideline Flowcharts through Mul… | repo |
| 16 | KaiChenNJ | 1 | 1 | 1 | MDTeamGPT: Mitigating Context Collapse and Enabling Self-Evolution in … | repo |
| 17 | khoapham154 | 1 | 1 | 1 | A Clinical Guideline-Grounded Hybrid Agentic Framework for Holistic Ep… | repo |
| 18 | lhannnn | 1 | 1 | 1 | DialogGuard: Multi-Agent Psychosocial Safety Evaluation Interface of S… | repo |
| 19 | LibertFan | 1 | 1 | 1 | AI Hospital: Benchmarking Large Language Models in a Multi-agent Medic… | repo |
| 20 | Lingxi-mental-health | 1 | 1 | 1 | MIND: Unified Inquiry and Diagnosis RL with Criteria Grounded Clinical… | repo |
| 21 | Lucanyc | 1 | 1 | 1 | OccuTriage: An AI Agent Orchestration Framework for Occupational Healt… | repo |
| 22 | NJU-RL | 1 | 1 | 1 | From Conflict to Consensus: Boosting Medical Reasoning via Multi-Round… | repo |
| 23 | nsivaku | 1 | 1 | 1 | DART: Leveraging Multi-Agent Disagreement for Tool Recruitment in Mult… | repo |
| 24 | ossiver-GEL | 1 | 1 | 1 | GraphDx: A Cost-Aware Knowledge-Enhanced Multi-Agent Framework for Seq… | repo |
| 25 | paulleamy | 1 | 1 | 1 | From Sound to Symptom: Real-Time Respiratory Signal Understanding for … | repo |
| 26 | Quark-Medical | 1 | 1 | 1 | ATPO: ADAPTIVE TREE POLICY OPTIMIZATION FOR MULTI-TURN MEDICAL DIALOGUE | repo |
| 27 | romorale | 1 | 1 | 1 | Reliable Automated Triage in Spanish Clinical Notes: A Hybrid Framewor… | repo |
| 28 | roychowdhuryresearch | 1 | 1 | 1 | Teaching LLMs to Recommend and Defer in Underrepresented Epilepsy Care | repo |
| 29 | roymoutushi | 1 | 1 | 1 | NLP4Health: Multilingual Clinical Dialogue Summarization and QA with m… | repo |
| 30 | sakurakawa1 | 1 | 1 | 1 | CliCARE: Grounding Large Language Models in Clinical Guidelines for De… | repo |
| 31 | sallyy1 | 1 | 1 | 1 | CAP: A Source-Grounded Proposition Scaffold for Faithful Clinical Dial… | repo |
| 32 | seemdog | 1 | 1 | 1 | Evaluating the Pre-Consultation Ability of LLMs using Diagnostic Guide… | repo |
| 33 | Shuzhong-Lai | 1 | 1 | 1 | ASD-iLLM:An Intervention Large Language Model for Autistic Children ba… | repo |
| 34 | sravanthi6m | 1 | 1 | 1 | Knowing When to Abstain: Medical LLMs Under Clinical Uncertainty | repo |
| 35 | timothy0203 | 1 | 1 | 1 | Benchmarking Reinforcement Learning Algorithms for ICU Ventilator Sett… | repo |
| 36 | trendscenter | 1 | 1 | 1 | AI Psychiatrist Assistant: An LLM-based Multi-Agent System for Depress… | repo |
| 37 | univanxx | 1 | 1 | 1 | 3MDBench: Medical Multimodal Multi-agent Dialogue Benchmark | repo |
| 38 | VioletAmethystLunar | 1 | 1 | 1 | Experience is the Teacher: Reusing Atomic Thoughts from LLMs to Improv… | repo |
| 39 | wshi83 | 1 | 1 | 1 | MedAgentGym: A Scalable Agentic Training Environment for Code-Centric … | repo |
| 40 | X-D-Lab | 1 | 1 | 1 | MIND: Towards Immersive Psychological Healing with Multi-Agent Inner D… | repo |
| 41 | xiaoyaoiii | 1 | 1 | 1 | SOAPTriage: SOAP-Guided Multi-View Clinical Text Modeling Framework fo… | repo |
| 42 | yahskapar | 1 | 1 | 1 | ``What's Up, Doc?'': Analyzing How Users Seek Health Information in La… | repo |
| 43 | yczhou001 | 1 | 1 | 1 | MAM: Modular Multi-Agent Framework for Multi-Modal Medical Diagnosis v… | repo |
| 44 | yhzhu99 | 1 | 1 | 1 | MedAgentBoard: Benchmarking Multi-Agent Collaboration with Conventiona… | repo |
| 45 | YizeezLiu | 1 | 1 | 1 | DermAgent: A Multi-Tool Agentic System for Evidence-Grounded and Trace… | repo |
| 46 | yuan-12138 | 1 | 1 | 1 | From Scanning Guidelines to Action: A Robotic Ultrasound Agent with LL… | repo |
| 47 | zakelawen | 1 | 1 | 1 | D$^2$-RAG: Dual-Decision Retrieval-Augmented Generation via Multi-Dime… | repo |
| 48 | zhao-zy15 | 1 | 1 | 1 | Strong Reasoning Isn't Enough: Evaluating Evidence Elicitation in Inte… | repo |
| 49 | ZJUMAI | 1 | 1 | 1 | LLMs Can Simulate Standardized Patients via Agent Coevolution | repo |
卡片列表（49）
microsoft
MindIntLab-HFUT
Georgetown-IR-Lab
gusye1234
Jerryji007
jinlab-imvr
snap-stanford
X-LANCE
animeshprasad
AnonymousSubmission996
Beren-sds
Deep-Agent
HovChen
iai-group
JialeWei
KaiChenNJ
khoapham154
lhannnn
LibertFan
Lingxi-mental-health
Lucanyc
NJU-RL
nsivaku
ossiver-GEL
paulleamy
Quark-Medical
romorale
roychowdhuryresearch
roymoutushi
sakurakawa1
sallyy1
seemdog
Shuzhong-Lai
sravanthi6m
timothy0203
trendscenter
univanxx
VioletAmethystLunar
wshi83
X-D-Lab
xiaoyaoiii
yahskapar
yczhou001
yhzhu99
YizeezLiu
yuan-12138
zakelawen
zhao-zy15
ZJUMAI
2MindIntLab-HFUT 短名单 1
MultiAgentESC: A LLM-based Multi-Agent Collaboration Framework for Emotional Support Conversation repo
3Georgetown-IR-Lab 短名单 1
Faithful Medical Dialogue Generation Using Homo-Heterogeneous Exemplar-based In-Context Knowledge Grounding repo
4gusye1234 短名单 1
TreeRAG: Unleashing the Power of Hierarchical Storage for Enhanced Knowledge Retrieval in Long Documents repo
5Jerryji007 短名单 1
Dialogue to Question Generation for Evidence-based Medical Guideline Agent Development repo
6jinlab-imvr 短名单 1
MedAgent-Pro: Towards Evidence-based Multi-modal Medical Diagnosis via Reasoning Agentic Workflow repo
7snap-stanford 短名单 1
BioDiscoveryAgent: An AI Agent for Designing Genetic Perturbation Experiments repo
8X-LANCE 短名单 1
From Medical Records to Diagnostic Dialogues: A Clinical-Grounded Approach and Dataset for Psychiatric Comorbidity repo
9animeshprasad 短名单 1
The Attachment Index: Auditing Attachment Language Cues and Relational Safety Risks in Human-LLM Dialogue repo
10AnonymousSubmission996 短名单 1
CLARITY: Clinical Assistant for Routing, Inference, and Triage repo
11Beren-sds 短名单 1
StoryMI: Steerable Multi-Agent Therapeutic Dialogue Generation repo
12Deep-Agent 短名单 1
MMedAgent-RL: Optimizing Multi-Agent Collaboration for Multimodal Medical Reasoning repo
13HovChen 短名单 1
Beyond the Individual: Virtualizing Multi-Disciplinary Reasoning for Clinical Intake via Collaborative Agents repo
14iai-group 短名单 1
TabMedQA: From Structured Data to Question-Answer Datasets in Early Clinical Decision-Making repo
15JialeWei 短名单 1
Case2Flow: Bridging Patient Cases and Guideline Flowcharts through Multimodal Retrieval repo
16KaiChenNJ 短名单 1
MDTeamGPT: Mitigating Context Collapse and Enabling Self-Evolution in Medical Multi-Agent Reasoning repo
17khoapham154 短名单 1
A Clinical Guideline-Grounded Hybrid Agentic Framework for Holistic Epilepsy Management repo
18lhannnn 短名单 1
DialogGuard: Multi-Agent Psychosocial Safety Evaluation Interface of Sensitive LLM Responses repo
19LibertFan 短名单 1
AI Hospital: Benchmarking Large Language Models in a Multi-agent Medical Interaction Simulator repo
20Lingxi-mental-health 短名单 1
MIND: Unified Inquiry and Diagnosis RL with Criteria Grounded Clinical Supports for Psychiatric Consultation repo
21Lucanyc 短名单 1
OccuTriage: An AI Agent Orchestration Framework for Occupational Health Triage Prediction repo
22NJU-RL 短名单 1
From Conflict to Consensus: Boosting Medical Reasoning via Multi-Round Agentic RAG repo
23nsivaku 短名单 1
DART: Leveraging Multi-Agent Disagreement for Tool Recruitment in Multimodal Reasoning repo
24ossiver-GEL 短名单 1
GraphDx: A Cost-Aware Knowledge-Enhanced Multi-Agent Framework for Sequential Diagnosis repo
25paulleamy 短名单 1
From Sound to Symptom: Real-Time Respiratory Signal Understanding for Conversational Healthcare Agents repo
26Quark-Medical 短名单 1
ATPO: ADAPTIVE TREE POLICY OPTIMIZATION FOR MULTI-TURN MEDICAL DIALOGUE repo
27romorale 短名单 1
Reliable Automated Triage in Spanish Clinical Notes: A Hybrid Framework for Risk-Aware HIV Suspicion Identification repo
28roychowdhuryresearch 短名单 1
Teaching LLMs to Recommend and Defer in Underrepresented Epilepsy Care repo
29roymoutushi 短名单 1
NLP4Health: Multilingual Clinical Dialogue Summarization and QA with mT5 and LoRA repo
30sakurakawa1 短名单 1
CliCARE: Grounding Large Language Models in Clinical Guidelines for Decision Support over Longitudinal Cancer Electronic Health Records repo
31sallyy1 短名单 1
CAP: A Source-Grounded Proposition Scaffold for Faithful Clinical Dialogue-to-Note Generation repo
32seemdog 短名单 1
Evaluating the Pre-Consultation Ability of LLMs using Diagnostic Guidelines repo
33Shuzhong-Lai 短名单 1
ASD-iLLM:An Intervention Large Language Model for Autistic Children based on Real Clinical Dialogue Intervention Dataset repo
34sravanthi6m 短名单 1
Knowing When to Abstain: Medical LLMs Under Clinical Uncertainty repo
35timothy0203 短名单 1
Benchmarking Reinforcement Learning Algorithms for ICU Ventilator Settings: An Interpretable and Probabilistic Patient Environment for Doctor Agents repo
36trendscenter 短名单 1
AI Psychiatrist Assistant: An LLM-based Multi-Agent System for Depression Assessment from Clinical Interviews repo
37univanxx 短名单 1
3MDBench: Medical Multimodal Multi-agent Dialogue Benchmark repo
38VioletAmethystLunar 短名单 1
Experience is the Teacher: Reusing Atomic Thoughts from LLMs to Improve Medical Dialogue repo
39wshi83 短名单 1
MedAgentGym: A Scalable Agentic Training Environment for Code-Centric Reasoning in Biomedical Data Science repo
40X-D-Lab 短名单 1
MIND: Towards Immersive Psychological Healing with Multi-Agent Inner Dialogue repo
41xiaoyaoiii 短名单 1
SOAPTriage: SOAP-Guided Multi-View Clinical Text Modeling Framework for Automated ESI Prediction repo
42yahskapar 短名单 1
``What's Up, Doc?'': Analyzing How Users Seek Health Information in Large-Scale Conversational AI Datasets repo
43yczhou001 短名单 1
MAM: Modular Multi-Agent Framework for Multi-Modal Medical Diagnosis via Role-Specialized Collaboration repo
44yhzhu99 短名单 1
MedAgentBoard: Benchmarking Multi-Agent Collaboration with Conventional Methods for Diverse Medical Tasks repo
45YizeezLiu 短名单 1
DermAgent: A Multi-Tool Agentic System for Evidence-Grounded and Traceable Reasoning in Dermatology repo
46yuan-12138 短名单 1
From Scanning Guidelines to Action: A Robotic Ultrasound Agent with LLM-Based Reasoning repo
47zakelawen 短名单 1
D$^2$-RAG: Dual-Decision Retrieval-Augmented Generation via Multi-Dimensional Uncertainty and Utility-Aware Decoding repo
48zhao-zy15 短名单 1
Strong Reasoning Isn't Enough: Evaluating Evidence Elicitation in Interactive Diagnosis repo
49ZJUMAI 短名单 1
LLMs Can Simulate Standardized Patients via Agent Coevolution repo