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Paper Citation Record · LEDGER

Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

As of 15 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 74 inbound Pith citation observations for arXiv:2405.02957.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2405.02957 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 74 of 74 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 74 of 74 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T19:02:19.237163Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

36
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 53bce604-fc21-4b5a-9f0c-3c1b84dd8643 · inbound

AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments cites this paper.

AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-21T13:53:19.573652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-21T13:53:19.535482Z digest=sha256:8b7a05a882d2fcd9fb2a1d3129064b172ea1e0bb85a2012ca45112560330118d

Observation 577c9d34-c064-4449-891f-c64af1bd86da · inbound

GuardAgent: Safeguard LLM Agents by a Guard Agent via Knowledge-Enabled Reasoning cites this paper.

GuardAgent: Safeguard LLM Agents by a Guard Agent via Knowledge-Enabled Reasoning Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 3

Resolution
metadata mismatch
arxiv_id, observed 2026-05-21T01:57:50.394569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-21T01:57:50.346715Z digest=sha256:b0cf4bd0321bb70fdef937687b2db1114635ab5ecf321120806e9a6ecec213a3

Observation 459220ad-3ed7-4853-9ef3-d11ec7df1b93 · inbound

AIGS: Generating Science from AI-Powered Automated Falsification cites this paper.

AIGS: Generating Science from AI-Powered Automated Falsification Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-12T19:02:19.237163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T19:02:19.237163Z digest=sha256:af82842d4e2a9fb7e2820e9bf07a0f2d8625f797b45ae309ee0b2446f1df59a7

Observation 94dc0b4f-794c-410a-880f-710fca8a4d06 · inbound

VILA-M3: Enhancing Vision-Language Models with Medical Expert Knowledge cites this paper.

VILA-M3: Enhancing Vision-Language Models with Medical Expert Knowledge Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-12T17:08:42.061751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:08:42.061751Z digest=sha256:a051ed507e6c4f606922158b3533aae8b03b5ced92b37fefab41b4944b96bd68

Observation ef60995f-4513-40b8-bbc0-4951cb1ec7f5 · inbound

VideoAutoArena: An Automated Arena for Evaluating Large Multimodal Models in Video Analysis through User Simulation cites this paper.

VideoAutoArena: An Automated Arena for Evaluating Large Multimodal Models in Video Analysis through User Simulation Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-12T16:42:55.799020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T16:42:55.799020Z digest=sha256:1c29c5297cf1b5fd9703f96371e301796bab053bc333a41382dc02dd3987126f

Observation 513ba6af-2982-46ae-ac93-bdd4bdf78f66 · inbound

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation cites this paper.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-12T15:49:33.567304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T15:49:33.567304Z digest=sha256:73e3c2edb98f8b0a46a078a440f46974b1f795616b892b051cc20734bf38511f

Observation e579cff1-388f-4f98-b7f3-96c248882681 · inbound

From Individual to Society: A Survey on Social Simulation Driven by Large Language Model-based Agents cites this paper.

From Individual to Society: A Survey on Social Simulation Driven by Large Language Model-based Agents Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-11T22:18:29.282161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:18:29.282161Z digest=sha256:08a553a088ab47b85196d61d92a5cb0255cfc3f70f465f2e0b1c091648e267ea

Observation 917d8f99-ba62-4517-9fb2-f932e82ce6fa · inbound

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot cites this paper.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-11T20:54:11.466096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:54:11.466096Z digest=sha256:9e155472b66f73264b222f7924573b7d158c22061d4cb207caa5ca69aa00e995

Observation bc67cbd0-0887-493b-8807-63cf899b1271 · inbound

Towards Agentic Schema Refinement cites this paper.

Towards Agentic Schema Refinement Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-12T12:49:18.469233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:49:18.469233Z digest=sha256:65310f8b23c6a5c8c817d367ca2876cd2cda0e72bb708266d69c744ae9523b6c

Observation bb04ddfb-d350-4e92-a55d-4c63c2662141 · inbound

How Well Can Modern LLMs Act as Agent Cores in Radiology Environments? cites this paper.

How Well Can Modern LLMs Act as Agent Cores in Radiology Environments? Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-11T17:03:40.856825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T17:03:40.856825Z digest=sha256:7703f31458c27bd604d26635b122b3ce62139bd021b91108a60f2e0dba6fb10b

Observation ca538783-42ad-4006-9089-b3ae2e4c3f4e · inbound

LLMs Can Simulate Standardized Patients via Agent Coevolution cites this paper.

LLMs Can Simulate Standardized Patients via Agent Coevolution Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-11T14:44:21.514136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T14:44:21.514136Z digest=sha256:3c849ea1f10012b50ea3a3519cae9621bed835c72d034a50b038e33c79e63f8c

Observation 84e76d02-048d-4603-87c0-0f5e3906ba1b · inbound

A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application cites this paper.

A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-11T05:29:24.455348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:24.455348Z digest=sha256:819782738ee123b0fe6aba4b2b8a871b60b6123bdbf5e7d9a6a977e578436633

Observation 73d3edcb-458f-474c-a85b-de02c274d790 · inbound

Agents on the Bench: Large Language Model Based Multi Agent Framework for Trustworthy Digital Justice cites this paper.

Agents on the Bench: Large Language Model Based Multi Agent Framework for Trustworthy Digital Justice Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-11T04:38:44.380521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:38:44.380521Z digest=sha256:62999722e8780d0090d7a47457421bcf40d942ae55353dc41a4c127e6a1f5b0b

Observation e8c044e4-170f-4dc0-be91-eb1e5176bfcf · inbound

HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs cites this paper.

HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 48

Resolution
verified exact
arxiv_id, observed 2026-05-15T12:36:50.279780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-15T12:36:50.060335Z digest=sha256:af0549bb438452623f8cc9c26aaff197011ed6161b72305a7baa58961e6d9b33

Observation 64c0f2b2-703b-489e-b373-5b21b423ab93 · inbound

ReStory: VLM-augmentation of Social Human-Robot Interaction Datasets cites this paper.

ReStory: VLM-augmentation of Social Human-Robot Interaction Datasets Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-10T23:14:13.874468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:14:13.874468Z digest=sha256:925965fb8cdfb41bce8446f372be6a28e7a7b43dbbd191dee48716f28c3cf56f

Observation 42eeb578-c6d5-4f6e-b867-3240c1cce749 · inbound

A Novel Task-Driven Method with Evolvable Interactive Agents Using Event Trees for Enhanced Emergency Decision Support cites this paper.

A Novel Task-Driven Method with Evolvable Interactive Agents Using Event Trees for Enhanced Emergency Decision Support Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-11T05:02:42.004875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:02:42.004875Z digest=sha256:1e2c1a3d24cde68470be1eca09ee2281ad5324c4c61d4c43579e5d92ae0747c7

Observation 067212fb-e11d-47f6-ac7e-8e1087c66bb3 · inbound

Exploring the Inquiry-Diagnosis Relationship with Advanced Patient Simulators cites this paper.

Exploring the Inquiry-Diagnosis Relationship with Advanced Patient Simulators Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-10T20:03:00.244723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:03:00.244723Z digest=sha256:3489dafaa10f883677e838a3f8dda20b8e5dd2e644594e233ca4203681e37f60

Observation a09cb0e7-5934-4f97-af37-0efb6916c842 · inbound

Do as We Do, Not as You Think: the Conformity of Large Language Models cites this paper.

Do as We Do, Not as You Think: the Conformity of Large Language Models Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 100

Resolution
unresolved
no resolver link, observed 2026-08-10T16:16:52.855543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:16:52.855543Z digest=sha256:601c732ca534633c47153c124fec8f0c6a44970730f4ff809cac7668cec7a71e

Observation 0358efb6-1c29-43cc-9888-690dad74aa9d · inbound

RTBAgent: A LLM-based Agent System for Real-Time Bidding cites this paper.

RTBAgent: A LLM-based Agent System for Real-Time Bidding Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-09T17:44:28.415572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T17:44:28.415572Z digest=sha256:55717c6a8c268e7322875ee3be9170339466ecc513a35e0d5adafd4adf3aadef

Observation 2bab30bf-fcf5-4e02-88f2-a17f91252552 · inbound

PathFinder: A Multi-Modal Multi-Agent System for Medical Diagnostic Decision-Making Applied to Histopathology cites this paper.

PathFinder: A Multi-Modal Multi-Agent System for Medical Diagnostic Decision-Making Applied to Histopathology Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T23:16:21.350314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:16:21.350314Z digest=sha256:3f23059556a901e46b90de9ca9786c248380847b6326a6dde76f6f06dd74c7d6

Observation 3ddc4489-3a66-46af-a80c-93f51ac882b4 · inbound

Large Language Model Agent: A Survey on Methodology, Applications and Challenges cites this paper.

Large Language Model Agent: A Survey on Methodology, Applications and Challenges Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 282

Resolution
verified exact
arxiv_id, observed 2026-05-22T21:52:10.332128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-22T21:51:34.309870Z digest=sha256:349e6ab33c21c2fcbc985fd9f8ba25185c17abb9dc840e455f01312853480530

Observation 2a406ce5-b574-4120-85e5-4bbe5a2fbaaa · inbound

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review cites this paper.

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-05-15T02:57:38.203514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-15T02:57:37.873567Z digest=sha256:2ee679df288b05c5f9e3efb9a114224fbe1adb72bbd65a979985f924e038a26a

Observation 38eaf239-0a0f-4317-ac15-8d7cd12878a7 · inbound

SpatialScore: Towards Comprehensive Evaluation for Spatial Intelligence cites this paper.

SpatialScore: Towards Comprehensive Evaluation for Spatial Intelligence Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-05-22T13:11:35.659003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-22T13:07:11.548885Z digest=sha256:34c515ab2e463a6e8600508ccd8dfd5494050b505665954991c19f22bce96420

Observation 68a65cce-d1eb-41c5-908f-a629aa3512ca · inbound

SafeAgent: Safeguarding LLM Agents via an Automated Risk Simulator cites this paper.

SafeAgent: Safeguarding LLM Agents via an Automated Risk Simulator Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T14:44:46.050107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:44:46.050107Z digest=sha256:8089b370dabd16bad6bf42b7d8d73470491e0b22ebf6844b20210bad814a861c

Observation 33e9caf4-d15a-420a-b76c-b17211a663f1 · inbound

Real-World Doctor Agent with Proactive Consultation through Multi-Agent Reinforcement Learning cites this paper.

Real-World Doctor Agent with Proactive Consultation through Multi-Agent Reinforcement Learning Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 21

Resolution
metadata mismatch
arxiv_id, observed 2026-05-19T13:42:19.232125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-19T13:41:30.833840Z digest=sha256:a5e759a2b302960f08e47060c912e738ae40ba6377671fde09653e252206ea9c

Observation 8f85d202-b94f-48c0-8af9-8d2543b8e050 · inbound

MedSentry: Understanding and Mitigating Safety Risks in Medical LLM Multi-Agent Systems cites this paper.

MedSentry: Understanding and Mitigating Safety Risks in Medical LLM Multi-Agent Systems Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T13:52:01.716029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:52:01.716029Z digest=sha256:bc05f0a81c481ad9cc3b6b0a525514d2d48942a926f06aec4b0c7d04d53da25c

Observation b96ec0d4-ecd2-47a6-9111-fe8233925269 · inbound

AUTOCT: Automating Interpretable Clinical Trial Prediction with LLM Agents cites this paper.

AUTOCT: Automating Interpretable Clinical Trial Prediction with LLM Agents Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T11:00:58.012578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T11:00:58.012578Z digest=sha256:14b7ba28df624d2edd7dee5ad32e0dffca29fd87b7e86a524ea4d029a66b6123

Observation 93e0eab4-d27a-4336-a1e1-b571720cc1bb · inbound

Modeling Earth-Scale Human-Like Societies with One Billion Agents cites this paper.

Modeling Earth-Scale Human-Like Societies with One Billion Agents Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 82

Resolution
unresolved
no resolver link, observed 2026-08-07T05:56:47.359977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:56:47.359977Z digest=sha256:28c553a4c75050185440db94b80a6b8f45f6d6e854c4bf7b03a3f1f1db6b2522

Observation f5bbd228-08f9-4699-8b6d-ab749bd5f406 · inbound

DynamiCare: A Dynamic Multi-Agent Framework for Interactive and Open-Ended Medical Decision-Making cites this paper.

DynamiCare: A Dynamic Multi-Agent Framework for Interactive and Open-Ended Medical Decision-Making Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-06T20:29:46.127198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:29:46.127198Z digest=sha256:8fc4265b2a89952dec6f217a39f86d7dbbc2390eaae4ec533f0d7372a0919509

Observation 4d987c59-9a29-4f34-9b80-b3b7fffe0d20 · inbound

TinyTroupe: An LLM-powered Multiagent Persona Simulation Toolkit cites this paper.

TinyTroupe: An LLM-powered Multiagent Persona Simulation Toolkit Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-19T04:57:04.504220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-19T04:54:38.908451Z digest=sha256:e8c37fa3eb1b93b9400715cec62ddfa60b7ff4dc197ec022ce4ec23d2aba630b

Observation 0270b383-3f41-4480-9c1e-f54d3493a070 · inbound

TinyTroupe: An LLM-powered Multiagent Persona Simulation Toolkit cites this paper.

TinyTroupe: An LLM-powered Multiagent Persona Simulation Toolkit Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T17:51:08.005698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:51:08.005698Z digest=sha256:53afb9ec0e1670f2f580835360b86a10c52d87b1d5f6ab97b479b2166e83fe2f

Observation ec74e367-75bb-4bba-8cdb-8d9f5079c55e · inbound

A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence cites this paper.

A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 212

Resolution
metadata mismatch
arxiv_id, observed 2026-05-14T22:23:15.108871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-14T22:23:14.621091Z digest=sha256:4bc106f01080426723c1c337f5c488dee8d1ad5045597c5fb806ac2223a28e9d

Observation a96e5105-8852-4770-b591-f616f279d039 · inbound

MapAgent: Trajectory-Constructed Memory-Augmented Planning for Mobile Task Automation cites this paper.

MapAgent: Trajectory-Constructed Memory-Augmented Planning for Mobile Task Automation Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T12:15:15.756233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T12:15:15.756233Z digest=sha256:0c8efe15c38e437ce71e75be2758f5fe714cfe6a023e5d8abc8f4a3db87c9eab

Observation 34039c2e-76c4-42c9-8362-fa4af5b6dcde · inbound

A Survey on Agent Workflow -- Status and Future cites this paper.

A Survey on Agent Workflow -- Status and Future Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:41.916033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.916033Z digest=sha256:36e099c10c3f323e30cdd45cdf3702050f6fe07f5587e1ef5b497bb384965ac8

Observation f4646654-fa2f-4f46-afe6-2ce62399c97e · inbound

InqEduAgent: Adaptive AI Learning Partners with Gaussian Process Augmentation cites this paper.

InqEduAgent: Adaptive AI Learning Partners with Gaussian Process Augmentation Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-06T04:43:01.197889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T04:43:01.197889Z digest=sha256:ccb221a2f0c3ab4888487e5e71b1e77bc053508996756044b3218c34373e6aa8

Observation b7addc73-5c8a-44e7-ac44-dd8f8b35bfbe · inbound

Scaling DRL for Decision Making: A Survey on Data, Network, and Training Budget Strategies cites this paper.

Scaling DRL for Decision Making: A Survey on Data, Network, and Training Budget Strategies Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-06T04:39:03.060592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T04:39:03.060592Z digest=sha256:5ba4708d3c3cdef628d9d2d5b16531668e3fff9884ebe32fde66453ee507f9d7

Observation cb6033fd-5d5b-48b3-b809-086fefae5d39 · inbound

Automated Clinical Problem Detection from SOAP Notes using a Collaborative Multi-Agent LLM Architecture cites this paper.

Automated Clinical Problem Detection from SOAP Notes using a Collaborative Multi-Agent LLM Architecture Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-05T13:58:48.880927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:58:48.880927Z digest=sha256:2ec895e407f3f55ccccda0f5982a2ea641b6aa38f560079fe7009105105bfd79

Observation 3d588504-5118-4513-a8ca-2456c35c252e · inbound

Baichuan-M2: Scaling Medical Capability with Large Verifier System cites this paper.

Baichuan-M2: Scaling Medical Capability with Large Verifier System Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-05T11:50:14.313189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:50:14.313189Z digest=sha256:49b79ddf8b007c81b01a08bbe66fadba88a56c01bc8538515b0489c6b8d88db9

Observation c36b99d4-c06a-4007-8482-9b80e8fb3300 · inbound

Emergent Coordination in Multi-Agent Language Models cites this paper.

Emergent Coordination in Multi-Agent Language Models Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-18T10:41:16.036839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T10:39:29.934529Z digest=sha256:fd675c9b932780119ae980853e73ff4f9c5f5903cb715705d7ee3c46eb4c2964

Observation 478c851f-78ef-45b5-9e66-81fc5064314f · inbound

Evolution in Simulation: AI-Agent School with Dual Memory for High-Fidelity Educational Dynamics cites this paper.

Evolution in Simulation: AI-Agent School with Dual Memory for High-Fidelity Educational Dynamics Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-04T10:12:23.769529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T10:12:23.769529Z digest=sha256:fd39798641932130f84c45383091ccd7450051bede7d98b0170913a2c1d70003

Observation f751fc81-a66f-4fa7-8f16-a766a6380e8e · inbound

InfiMed-ORBIT: Aligning LLMs on Open-Ended Complex Tasks via Rubric-Based Incremental Training cites this paper.

InfiMed-ORBIT: Aligning LLMs on Open-Ended Complex Tasks via Rubric-Based Incremental Training Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-04T09:22:42.993723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:22:42.993723Z digest=sha256:8b4fa55f179e9158cc57a2cc97f1b8cdd2df6bb56b3c8f7b0f25a77a2a6ea6d6

Observation 504ac2af-7652-4fa7-a15b-10e96ce979bf · inbound

Explainable Cross-Disease Reasoning for Cardiovascular Risk Assessment from Low-Dose Computed Tomography cites this paper.

Explainable Cross-Disease Reasoning for Cardiovascular Risk Assessment from Low-Dose Computed Tomography Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 2017

Resolution
unresolved
no resolver link, observed 2026-08-03T23:17:38.360562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T23:17:38.360562Z digest=sha256:1bf1f442edd7197a8057b6a2f67e25e5fbf63cc6db6f938c53324aecc10ed564

Observation b1a9d5de-f374-42f8-8906-c704147065aa · inbound

OpenHospital: A Thing-in-itself Arena for Evolving and Benchmarking LLM-based Collective Intelligence cites this paper.

OpenHospital: A Thing-in-itself Arena for Evolving and Benchmarking LLM-based Collective Intelligence Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 12

Resolution
unresolved
no resolver link, observed 2026-07-14T21:00:05.911327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T21:00:05.911327Z digest=sha256:77cc7f8e64605a2bfac25699e10b363efb14c9da6c6531962f53ecab5b2865ea

Observation 1836479d-99a8-4093-b964-62f5de265a44 · inbound

VERITAS: A Multi-Agent Co-Scientist for Verifiable Image-Derived Hypothesis Testing cites this paper.

VERITAS: A Multi-Agent Co-Scientist for Verifiable Image-Derived Hypothesis Testing Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-05-11T11:26:02.103994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-10T14:56:06.372343Z digest=sha256:b116695e3cf38284d2ef644de8d8161797a89b3088f242bfb3017a601cddde69

Observation e6351f0f-ab67-415a-ba9d-c14f0cd1d352 · inbound

DecodingTrust-Agent Platform (DTap): A Controllable and Interactive Red-Teaming Platform for AI Agents cites this paper.

DecodingTrust-Agent Platform (DTap): A Controllable and Interactive Red-Teaming Platform for AI Agents Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-05-11T18:21:09.221622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-08T16:12:18.667790Z digest=sha256:247749d687e42dfb3933e4653ede993c63be9bb938888af44c4d97aa20e036e5

Observation 0f0d66c8-427a-4b0e-b68e-ba27fa2d3da4 · inbound

Active Learning for Communication Structure Optimization in LLM-Based Multi-Agent Systems cites this paper.

Active Learning for Communication Structure Optimization in LLM-Based Multi-Agent Systems Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-11T21:51:24.435368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-08T04:05:24.618750Z digest=sha256:ef2bc6ef566897d1e5d1fc0c8349dce76dc1080f5e34e7723fcc02d32ee90e14

Observation 394e66c3-5943-4773-a809-37e89dfc9dd6 · inbound

Active Learning for Communication Structure Optimization in LLM-Based Multi-Agent Systems cites this paper.

Active Learning for Communication Structure Optimization in LLM-Based Multi-Agent Systems Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-11T04:20:58.726527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-11T01:46:15.489550Z digest=sha256:9aba6e6aaca6e241dafab2d931d25c739457572f565b16609daeb81848c8e5fa

Observation 36287114-fb3a-4bb1-8bb1-144edcd46900 · inbound

A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications cites this paper.

A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 72

Resolution
verified exact
arxiv_id, observed 2026-05-11T04:20:56.995397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-11T01:47:39.926540Z digest=sha256:b99aabcadca56df99b7bd66826bd47bc220c99190825ef23a560a2eba91f0a9d

Observation 5703a2a9-fb11-4f7c-bd05-85adfda23cd4 · inbound

A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications cites this paper.

A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 72

Resolution
verified exact
arxiv_id, observed 2026-05-20T23:19:14.736302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-20T23:15:44.550045Z digest=sha256:a41bbfa96e7fc33f3c586c9e5eab0c3d5acbea0e501d456af8c3a4e498409549

Observation 1f881616-26c8-4d73-abde-3d4bbfbb4712 · inbound

A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications cites this paper.

A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 70

Resolution
verified exact
arxiv_id, observed 2026-06-30T23:25:07.462594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-30T23:23:42.883286Z digest=sha256:ee75bd974a28b5c35ae19de0d90eee5091fae1c1ce5a678988cb91bb13206aad

Observation f22fae1a-0e95-44ce-bcb9-77d699d6756f · inbound

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems cites this paper.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 200

Resolution
metadata mismatch
arxiv_id, observed 2026-05-15T03:08:57.958732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-15T03:07:38.232966Z digest=sha256:35a1f7a8c2e82993280d2a6d4e241b32c204c9994a4100169a6f321a7f684cc7

Observation 0f24d2aa-3ab4-45eb-92db-e4f39526c693 · inbound

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems cites this paper.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 201

Resolution
metadata mismatch
arxiv_id, observed 2026-05-19T16:52:39.909868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:300fcaaae068f3cd641eaa978df134b3f243a557d7afdda87b9b47f718074500

Observation 97309986-97e9-4ffe-bd8d-f9c34990c7ca · inbound

SEMA-RAG: A Self-Evolving Multi-Agent Retrieval-Augmented Generation Framework for Medical Reasoning cites this paper.

SEMA-RAG: A Self-Evolving Multi-Agent Retrieval-Augmented Generation Framework for Medical Reasoning Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 2

Resolution
metadata mismatch
arxiv_id, observed 2026-05-20T15:23:25.193660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-20T15:20:03.789705Z digest=sha256:d73a9559fca7ec0cc414b70006a5705378d8d567951664daad0889f1cb3403f5

Observation bb7dda59-024b-49b6-97c1-350f49b0bf99 · inbound

SEMA-RAG: A Self-Evolving Multi-Agent Retrieval-Augmented Generation Framework for Medical Reasoning cites this paper.

SEMA-RAG: A Self-Evolving Multi-Agent Retrieval-Augmented Generation Framework for Medical Reasoning Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 2

Resolution
metadata mismatch
arxiv_id, observed 2026-06-30T19:05:01.017179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-30T18:59:20.404491Z digest=sha256:1c5ebc39d1443228a68599227487d8f724b579f04d37c0af2c575db1fad71b03

Observation 973738c6-e833-4afe-a76f-1171d30bc440 · inbound

EHRBench: An Automated and Reliable EHR-based Benchmark for Clinical Decision Making with LLMs cites this paper.

EHRBench: An Automated and Reliable EHR-based Benchmark for Clinical Decision Making with LLMs Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 53

Resolution
verified exact
arxiv_id, observed 2026-06-29T06:43:10.340215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-29T06:41:06.828814Z digest=sha256:3acf015e8c9be7bcc8652d62142656a61f4c3eba83b5da9ad16693f229c329e0

Observation b034ec21-6d64-4e82-a233-b050464ceda3 · inbound

Enhancing LLM Metacognition via Cognitive Pairwise Training cites this paper.

Enhancing LLM Metacognition via Cognitive Pairwise Training Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-06-28T19:02:33.924827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-28T19:01:18.153145Z digest=sha256:75a560b9eb02bf0b569c6b3a667b8552493ed7f405e34aa107b5b9b23b094236

Observation 2403136f-5412-4d06-b1ad-c99ea0db69c7 · inbound

Beyond Isolated Behaviors: Hierarchical User Modeling for LLM Personalization cites this paper.

Beyond Isolated Behaviors: Hierarchical User Modeling for LLM Personalization Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 25

Resolution
metadata mismatch
arxiv_id, observed 2026-07-01T22:56:20.595565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-06-28T14:51:27.110839Z digest=sha256:1f4c7cd2f48d6579bdf1acb5c609abb8d32fab0341b804bc0f6566a2f7402a30

Observation 2cad79a5-d18e-4b81-b48f-a6879a3f4eb4 · inbound

Traj-Evolve: A Self-Evolving Multi-Agent System for Patient Trajectory Modeling in Lung Cancer Early Detection cites this paper.

Traj-Evolve: A Self-Evolving Multi-Agent System for Patient Trajectory Modeling in Lung Cancer Early Detection Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 50

Resolution
metadata mismatch
arxiv_id, observed 2026-07-01T23:26:22.829223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-06-28T14:20:06.381334Z digest=sha256:57497d9c4028c4fcbab7046d54338d3fa27a6271b49f88f7a4c0e68b2c07853c

Observation 1b5c8bb9-4eba-40e8-b6ad-95a487f70365 · inbound

The Epi-LLM Framework: probing LLM behavioral priors through epidemiological agent-based models cites this paper.

The Epi-LLM Framework: probing LLM behavioral priors through epidemiological agent-based models Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-07-02T01:56:27.275679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-28T11:28:42.101585Z digest=sha256:8fc200bea2c772cb9c9c8e8cc33dff8b54098f7bca27ffcd3c736090bb874d45

Observation 406f3840-2ff7-43ed-b892-e097962d2784 · inbound

ClinicalMC: A Benchmark for Multi-Course Clinical Decision-Making with Large Language Models cites this paper.

ClinicalMC: A Benchmark for Multi-Course Clinical Decision-Making with Large Language Models Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 36

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T03:06:30.543392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-06-28T10:16:13.117505Z digest=sha256:6716c56d1b1786254fa2eff3c6355ecabf5b05c11bd7592ae7f7dc231cf13bd6

Observation 307ded96-4734-4756-b561-2949f3b40730 · inbound

MeDxAgent: Multi-Agent Consultation for Interactive Medical Diagnosis cites this paper.

MeDxAgent: Multi-Agent Consultation for Interactive Medical Diagnosis Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 3

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T05:56:40.405271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-28T07:58:35.069183Z digest=sha256:0585b8fd3dfbe5f60df686112e0e37467579c6537ec6238552e5a676bc495816

Observation 0a78e502-0bfa-4579-8c6c-e8ebc4794845 · inbound

Evaluating Large Language Models in Dynamic Clinical Decision-Making with Standardized Patient Cases cites this paper.

Evaluating Large Language Models in Dynamic Clinical Decision-Making with Standardized Patient Cases Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-07-02T07:56:47.197653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-28T06:33:50.348031Z digest=sha256:78ce3c4329a3be65c8c833189e4a3262659c1f414ee58feed38e049c03f95a44

Observation fdd3ac02-3708-463e-8957-82adaa52c725 · inbound

Experience Makes Skillful: Enabling Generalizable Medical Agent Reasoning via Self-Evolving Skill Memory cites this paper.

Experience Makes Skillful: Enabling Generalizable Medical Agent Reasoning via Self-Evolving Skill Memory Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 29

Resolution
verified exact
arxiv_id, observed 2026-07-03T01:17:30.363791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-27T16:45:30.431403Z digest=sha256:6df8c2ce868a6b2ec1fdf9498cbf871fc64d3356e25b0bcd75c9ae1f26b607c3

Observation d8614725-ed53-4e6d-8b96-dedc05e9b7c1 · inbound

Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application cites this paper.

Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 243

Resolution
verified exact
arxiv_id, observed 2026-07-03T10:58:02.842974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-27T09:46:30.702256Z digest=sha256:fd730583f82dacaaf5b76248d6d530406b5e397a382fc905f0c3a4ea8bcdc102

Observation 0940e9be-2304-4982-b8ff-982f80515fce · inbound

LegalWorld: A Life-Cycle Interactive Environment for Legal Agents cites this paper.

LegalWorld: A Life-Cycle Interactive Environment for Legal Agents Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 66

Resolution
verified exact
arxiv_id, observed 2026-06-26T20:59:58.149334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-06-26T20:50:25.070041Z digest=sha256:468eb5795587dc10a6b0d97954504130a1417015392940e34165cf72c01e42e6

Observation 34d45df9-b857-4748-b98d-57e840b467ac · inbound

From Question Answering to Task Completion: A Survey on Agent System and Harness Design cites this paper.

From Question Answering to Task Completion: A Survey on Agent System and Harness Design Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 207

Resolution
verified exact
arxiv_id, observed 2026-07-03T17:08:43.043654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-27T04:40:30.985824Z digest=sha256:8ff6dd8e2d7f806feee990de46c80e4f1795bf5e442891f2dd1e87d5c0b17051

Observation 5f1f12e6-ad21-412e-b3e0-7d61e0689dd1 · inbound

MetaPS: Adaptive Programmatic Strategy Selection for Market Agents cites this paper.

MetaPS: Adaptive Programmatic Strategy Selection for Market Agents Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 115

Resolution
metadata mismatch
arxiv_id, observed 2026-07-04T08:39:42.718010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-06-26T11:06:28.690956Z digest=sha256:7bfc539441d905527aa352f7457f8afa092fbc1a5a15aeaca5fe34690924d639

Observation aef2dbe2-7c37-41c5-bed7-8092dbabcde4 · inbound

MedEvoEval: Evaluating Continual Evolution of Doctor Agents through Simulated Clinical Episodes cites this paper.

MedEvoEval: Evaluating Continual Evolution of Doctor Agents through Simulated Clinical Episodes Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-06-30T09:34:34.374094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-30T09:33:50.358159Z digest=sha256:493a6e708ce3deb58591f04e3355fd176bd895f4d93319ee77940a8dfbbddec1

Observation 5673eaa6-7808-4d08-8028-9316042306d2 · inbound

Mandol: An Agglomerative Agent Memory System for Long-Term Conversations cites this paper.

Mandol: An Agglomerative Agent Memory System for Long-Term Conversations Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-07-01T15:15:47.700706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-30T04:13:57.685952Z digest=sha256:d515bac1f927a3abd04a21f569a792764949aeb964b860545e983ecb570c9c0e

Observation 3bd94ac6-e845-4e7b-bd6e-a298b75109ae · inbound

Policy-Driven CT-Agent: Modeling Phase-Aware Diagnostic Control for Clinically Consistent CT Reasoning cites this paper.

Policy-Driven CT-Agent: Modeling Phase-Aware Diagnostic Control for Clinically Consistent CT Reasoning Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 16

Resolution
unresolved
no resolver link, observed 2026-07-14T09:34:35.461742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T09:34:35.461742Z digest=sha256:970201291bd83191f247c219a1ce056ae8cdc1031ce771ae109b5d31cd5ebe0c

Observation d7a551fd-0372-4fd8-9f21-511ca3e3107d · inbound

The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy cites this paper.

The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 133

Resolution
unresolved
no resolver link, observed 2026-07-14T06:30:16.612345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T06:30:16.612345Z digest=sha256:a479bda3ca5076aba1c2fdcf8ca54630c1a0f30b54d45934222cd8aee9b49e54

Observation c26c2034-5ca7-4c9b-8890-7846b78cb02d · inbound

MedGame: Storytelling Gamification Empowered by Large Language Models for Medical Education cites this paper.

MedGame: Storytelling Gamification Empowered by Large Language Models for Medical Education Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-01T07:06:07.946172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T07:06:07.946172Z digest=sha256:3fecb22126537274227f2d3d72a30a8d454845334026acef47945ffdeb9f69f7

Observation 30ec0053-f1b8-44e2-a99b-9f52111f2d11 · inbound

Agentic AI in medicine: architectures, applications, evaluation, and challenges for clinical translation cites this paper.

Agentic AI in medicine: architectures, applications, evaluation, and challenges for clinical translation Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 91

Resolution
unresolved
no resolver link, observed 2026-08-01T02:19:04.285413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T02:19:04.285413Z digest=sha256:1f53d23487fd0ce6f214832ef1d7ce87a4fcdeb7a15579dba87673e7362a7097

Observation 5faf0704-0aeb-4dbd-aa99-c1c0ff7f468a · inbound

CoPlan: A Trustworthy Co-Intelligence Interface for Care Planning through Role-Based Contestable Argument Graphs cites this paper.

CoPlan: A Trustworthy Co-Intelligence Interface for Care Planning through Role-Based Contestable Argument Graphs Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T05:09:53.482924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:09:53.482924Z digest=sha256:54fa8b103d33d1d288a56952a476105d9b412c5c939274eb61dd0812a2e80581