Pith. sign in

Paper Citation Record · LEDGER

Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 78 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 78 of 78 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 78 of 78 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:17:03.451641Z

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-21T13:53:19.535482Z digest=sha256:29c169152ffec09af95eb06088d6f64befb58ee6b893ae53b8dcc35cbebfb839

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-21T01:57:50.346715Z digest=sha256:2c3b16a6bcde6fb58f27c876ef0080bc5b638f4bf7cac5e6932e6997621d8e3d

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=sha256:5f2bf9a83b2998abed41b881098766e12ebedfd08ed85bcb8027cf4a701c1acd

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:e78004194ffae8270cf174830f2db6a22ecd1f84c8752c7489ffc1ecee1508af

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:e5a3eb738049167c5e481830bae8945300c3405658e9b506aa7f037a4f3ef36a

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=sha256:016789a5598f4b0410483a1b6fd1bd45ae47855d73fd05e1747e685d01c6d1c2

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=sha256:4aafffb8a8505a121b8905aff67d8e99e1f211661cc495778771869ba55a1088

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=sha256:92919c303e03e05f22c7f23c9a709993aedd80dcb984d79ea60fedc3ff5b6e4f

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:b686e1e3f36a3982c002c8936e68dffff57ac6c8f2536dae94e1b6612f78fb57

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:d96ecbb4422cca996c8e79387fc6acde431648fd38c2f60062b36abd8d4a709c

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=sha256:64a8e4cbcf537573e06e9c3a5fe9a83e7d15f7250d6e5688e6b474c443366a8d

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:ff4db0e818835db693d9381e30381eeb9eb68f832d50a65e0f03cd792a113620

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=sha256:3e8fb5f200a4f25cd1b21198f3eea1a951899ec95241ccb53a19fd3818eaafad

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-15T12:36:50.060335Z digest=sha256:5f643987ec93527b7ac57dbf8ad8dc51ca587bb6302efac0c7c4e3a96fa9241e

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=sha256:3c4bc3d44c127c2cba7d874c74a165341ab6839c3340178703e0e134d26ae69d

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=sha256:95e18319074a668f70e43f1e8b9a606069c272736359a184c82671a06e477d6b

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:a6c5119019bc4a4a9adfee242621bf358ecb81fd23738edbe8c8bea2af787a10

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=sha256:8624f4267526675d317df3979d0a13d9e0dad6785ef981368a251588ee40b805

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=sha256:9754d7d2df521e0cd65ec945c926ba6c82d2df7be2e88ac5022b1105e1db23c2

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:d70021a00df25d9fccdd93de183fe17f28f8b2aa91d7ad5385fb631777d4de46

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-22T21:51:34.309870Z digest=sha256:d66391912e1f525577c6e806aa085ad898f37a119d35b032858fbd8b69c30d4f

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-15T02:57:37.873567Z digest=sha256:8a009f05cbf74695496aad14d559b9886a72e6cadf89a87733c83720a54519d3

Observation 3337af91-5a09-4804-b388-2c5c255c140e · inbound

YuLan-OneSim: Towards the Next Generation of Social Simulator with Large Language Models cites this paper.

YuLan-OneSim: Towards the Next Generation of Social Simulator with Large Language Models Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-15T22:17:03.451641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T22:17:03.451641Z digest=sha256:c62ffa9e0cd286048f2559cbe8105dda91513fe984ce1ee454ded5fd54d809c8

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-22T13:07:11.548885Z digest=sha256:c09ad86fd32e96360d79201a91613a0618c7bb3d2e7615b3b7a7a27b46e18838

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=sha256:040ad2b84707171f6bc87d04a178cd897281eb168143a84115865e2a5e98fe26

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-19T13:41:30.833840Z digest=sha256:0c35095acd258302a0740edafa01624ae6a55fba890ebe87f5c0a85f0590d475

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=sha256:9ad9a13189b94cfab7a61435055dc4cf2382f759e748787967515bcd5ec879ba

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:bd78b9a146963e2cebaf5f2d22aa087928354c729a6af15b82a2d9ec00807939

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=sha256:059e7adfb2560d6f2aceb46fceb8eb734e3301b5260f47a23c3860bfa34db16c

Observation 066c546a-977c-43b3-85c9-8592849d734e · inbound

RAS-Eval: A Comprehensive Benchmark for Security Evaluation of LLM Agents in Real-World Environments cites this paper.

RAS-Eval: A Comprehensive Benchmark for Security Evaluation of LLM Agents in Real-World Environments Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T19:44:09.032468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:44:09.032468Z digest=sha256:dd84083d33f975699d36ec8d4fe6e18dee90f3562388a4e22c3c3aa4ff165728

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:d5ba40402366f33fd8a0dd3ccf421591d5bd5ff604a4f8fd0b027310deb78187

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-19T04:54:38.908451Z digest=sha256:abcd8b0c57f391a7d5b4d9b51a2e3c990956236accd215945df1355d202b0658

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=sha256:9c6e71905c5b21bd43c934ee240c4937d0758d5ba90f1edbc1703662aa97d7d1

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-05-14T22:23:14.621091Z digest=sha256:03611c1b5d208bd330441acc2e219430157db5ef62b94c4015a06eee6d17109d

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:aa53e7c568ab27741fbee0c1752b5e283bb79fa915bb9d9a48ac0473946d2380

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=sha256:4c548307a5b8344416eda24006480b7f82c3509c2fa092d5c5df126f6ab3b26c

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=sha256:7ab8d82f2d6df2a6cf49641be02003ddfb36ee4e20819cb57a842cc37077a69a

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:c5669f3d89f828c465fbb122e6dec689363d8aeddd55a6cac1f047db25bf9eb6

Observation 69e213d2-0dbe-4df6-846c-975ff9e0c792 · inbound

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios cites this paper.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 155

Resolution
unresolved
no resolver link, observed 2026-08-15T17:04:47.386516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:04:47.386516Z digest=sha256:b2f84febda695ece5ab879662f7e646fee44f467a1e57ebf2ef9e78556ccc62b

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=sha256:5ceccbf02e67ff7f5b8caff5226fbb3145d9b524bcc6bf832a0b7b1322d824a9

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=sha256:6ffb2963b91478c0b0a9c7e8407504d56e5010ae6d2044abdcd0f3b0a5b0d200

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-18T10:39:29.934529Z digest=sha256:2e84b96a38b1eb307ce7efacd3323b6cc51a5c96f479f30fd2d7030841d24901

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:c2f47f5b88fa86d41f29e1d510ebb2e8af937d2e7bf1b7c48c38c08947516c99

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=sha256:96129c4bac165e0a7d7cd1cdebc5efd0966a546994de1d274030ebbf0feabbe4

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=sha256:4bdd9cbdceaea80ae66b58b484e78e3b01770ef3537c13bd2e4a54e4ded59402

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=sha256:330bc252dc3bc05b076e63143a857f50ec87588a374cdcde24c5087ead4f6c0a

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-10T14:56:06.372343Z digest=sha256:ef6722551e0cef397b5452808538e8cc4d5a2666fe918c820a0f319330ffc595

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-08T16:12:18.667790Z digest=sha256:40ef2539cdd2dd43cc43febc90734791258517ca7c585e2a5057a3a50f77569c

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-08T04:05:24.618750Z digest=sha256:43313780c554f30e2e0a510b3647fa0e98bced948868b9b2877ca4791d596d8f

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-11T01:46:15.489550Z digest=sha256:72b4bb3839a3dc41c64b31605df8af36c941a451e4207cb072dd7c3ee84f45e1

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-11T01:47:39.926540Z digest=sha256:3ab859208c882db30800ca69cc7f1a610ec79e7f635591e1a75835a558eeb730

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-20T23:15:44.550045Z digest=sha256:63fedaa03841e03a8d7e27d435a5fd7d8a057c20183f0c261dbfdb65e27125bd

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-30T23:23:42.883286Z digest=sha256:7d36c589116198776969deacb2f63362622690e3add7509e280371cfbc4df0a2

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-05-15T03:07:38.232966Z digest=sha256:1083e3f5470b5a7175be426a9eb11cc233edf37c000fa8f5cdbe0dba1310f36d

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:ac87f55d71ad90c67391da35f5677e31837dad8504ae01b27dd466eb14762213

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-20T15:20:03.789705Z digest=sha256:c86966f772d88831507f3af9c49115d4959d950e531e2919e0ebb1d45b484747

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-30T18:59:20.404491Z digest=sha256:420591186ac80eafc9ae3568d2a0453e71c57932e10e41db701ef71d11e5e6c3

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-29T06:41:06.828814Z digest=sha256:217129a497419d1fa58a98ec7b6f18483cbdaf8bd8c2a0fa5b8e676c1b0373cf

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-28T19:01:18.153145Z digest=sha256:a72de370a42ea8c55a3efe78831652957984b667e3cacdfb8caebe9fb49dc635

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-06-28T14:51:27.110839Z digest=sha256:b16c9ea6559e0f73408f04090bc94a5c41399fce778c7419b2da3fb1de8db786

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-06-28T14:20:06.381334Z digest=sha256:1aacdce4952903cfd99e9fde817564aadf92f2bdb5a165433f6ce4241ec8ecb6

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-28T11:28:42.101585Z digest=sha256:687918dce99f4ae5a1e6f2066760a8e7ceeed55934b14017159e16afe16e6eab

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-06-28T10:16:13.117505Z digest=sha256:c18f0b62f21d2f73eed7ef903c083e9cd4dac1ac463ecad4c143f3fda6ec05d6

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-28T07:58:35.069183Z digest=sha256:1e330f4911d177056ac4d6bb173b75956ba23ad67d0d4983d74c3efd0f924ea6

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-28T06:33:50.348031Z digest=sha256:5cf2fd7f7ad744e85d226bc30267c9a723abc31d15f65a3e245cb645b3d3794f

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-27T16:45:30.431403Z digest=sha256:13e1f4d9e5913a47db0c543a475e968f5c72ca0e0b475999930b6e07687300ff

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-27T09:46:30.702256Z digest=sha256:1d6c0c6a93527f6dc697fa5b7dc092e2d49dbf041f740b9cbf2c20c0cc831d2b

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-06-26T20:50:25.070041Z digest=sha256:3a18eb9e8d63a60df9efe7af592c88b81c7a3e900c2860b13abbfdbfb3484f7d

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-27T04:40:30.985824Z digest=sha256:49c5863d61f1df5e7826f4f0e11d630abb3f5739b7b956c0c5c1500b4ec5b093

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-06-26T11:06:28.690956Z digest=sha256:db7c1302dbe66da0093748f460335010dc41804f28dc481f6cd7a6177dd0b209

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-30T09:33:50.358159Z digest=sha256:4f22157b914978527e72354ef61e8d7f534dd54f27ddc9a575e5de4110604871

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-30T04:13:57.685952Z digest=sha256:bf4da9a3d9c881c64bbf7c855b1bd433024646786551a8a4398873d090dd4c9a

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:a32535c54dcaf9f29ebf3bae13144c2ccc4e82e5c95d9599e2c7dc34ae62599a

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=sha256:382e28c99c6318dcffb708a049f80b4d14f47624542fc8ac5d4b6c14f2abf68f

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:e132bb52f16d9e1a692ca15d01b3589c47dd569aa4ed798a1a1fe2aa67e354e6

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:c9a16bb57b281129b920dbbed4c698e03866df120abda8a28e3108b19070dfa2

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=sha256:15793162a7b2ee72dce2bbee1fa7b961147d38bf58e06857fc0ca503c345a40b

Observation c4ecf784-a40e-4b78-b157-6402a4235fd4 · inbound

Towards Expert-level Medical AI for Real-time Video Consultations cites this paper.

Towards Expert-level Medical AI for Real-time Video Consultations Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-15T14:25:44.752180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:25:44.752180Z digest=sha256:c9c51afff29dd1a1d93720871518fd26e5f038375530602103ec767afeaabcee