Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-21T21:05:25.809179Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 84 inbound Pith citation observations for arXiv:2310.02170.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-21T21:05:25.809179Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T11:50:27.860924Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-03T20:48:56.429753Z
49 of 49 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 8a2df23d-e4a1-44f7-a56c-51f2a0ef278a · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Let’s sample step by step: Adaptive-consistency for efficient reasoning and coding with LLMs
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4fbf0f62-a2b6-4a79-8bd4-d000061b1f36 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration doi: 10.18653/v1/2023.emnlp-main.761
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2b2b92eb-9740-4d68-8f8d-215dc8f87e4a · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration AutoAgents: A Framework for Automatic Agent Generation
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b5f5f42d-4900-444f-bbf8-0e97f46f6b6a · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Pangu-Agent: A Fine-Tunable Generalist Agent with Structured Reasoning
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation fce5b05d-a011-4dc2-8c03-7af2f8998b29 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Self-collaboration Code Generation via ChatGPT
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a60d9b26-8b92-4d09-91de-d585281fa516 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Improving Factuality and Reasoning in Language Models through Multiagent Debate
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 71e10b9d-7020-4a7e-b664-c3fa62587e09 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration ChatLLM Network: More brains, More intelligence
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d1416119-c94c-4c6d-853a-0bd77a6704f0 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration SurrealDriver: Designing LLM-powered Generative Driver Agent Framework based on Human Drivers' Driving-thinking Data
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1d33a4a6-f9a1-4b8b-886a-984cd6c4a5a1 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration CAMEL: Communicative agents for ”mind” exploration of large language model society
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1d95caf7-3f18-4b8c-914e-e761e06adf75 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e46e4367-6cce-4f5c-b6dd-c8181fa406a0 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration An efficient and truthful pricing mechanism for team formation in crowdsourcing markets
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation edbfce37-cd5d-40a1-aa97-70fcd4111e78 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration BOLAA: Benchmarking and Orchestrating LLM-augmented Autonomous Agents
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation df950e48-bbf6-4dd7-90cb-cc2caa0d08dc · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration LASER: LLM Agent with State-Space Exploration for Web Navigation
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7d6668bc-75da-45ff-a796-812f03d9a01c · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration GPT-in-the-Loop: Adaptive Decision-Making for Multiagent Systems
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7ff20395-59ab-42e0-9129-c03e156a1b00 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration GPT-4 Technical Report
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation fc632731-4d82-471e-84d1-8cb298070fb9 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration ChatDev: Communicative Agents for Software Development
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a1770eb8-86df-4c2f-9398-c41bd3bb420d · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Large Language Models are Effective Text Rankers with Pairwise Ranking Prompting
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5b2f94bc-79e9-497c-ab9d-0538bf18b674 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration CodeBLEU: a Method for Automatic Evaluation of Code Synthesis
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 912825a5-0ca3-4e37-92d3-bb8a7b642c57 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration TPTU: Task planning and tool usage of large language model-based AI agents
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e1248052-def0-4dac-b53b-89351a231f4e · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Meta-Prompting: Enhancing Language Models with Task-Agnostic Scaffolding
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b80b48a2-f4e3-49dc-9a0b-329ea06d7a83 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Unleashing the Emergent Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-Collaboration
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4551b5fd-a15e-45a0-a995-7f3b9679d78c · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 269919d2-4dac-41e9-a053-5aab9b863e29 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Listwise approach to learning to rank: Theory and algorithm
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 26331a0f-b0cd-4785-b455-5b7c312369f6 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration ISBN 9781605582054
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3cb22ba5-43bf-436c-ac9a-27f5e13212ef · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration doi: 10.18653/v1/2023.findings-emnlp.508
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c6f3a24e-4c57-488d-9f02-e189c4ab99e5 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Zhangyue Yin, Qiushi Sun, Cheng Chang, Qipeng Guo, Junqi Dai, Xuanjing Huang, and Xipeng Qiu
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c312d391-bede-4b73-91d7-c8d7880ed6af · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration doi: 10.18653/v1/2023.emnlp-main.936
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation cea647dd-6705-466f-8eb7-1d5dac380c8c · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Morariu, Xintong Han, Mingfei Gao, Ching-Yung Lin, and Larry S
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b582bf3d-b318-480a-bc77-39c7a5be676d · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Exploring Collaboration Mechanisms for LLM Agents: A Social Psychology View
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation fbd24e7c-57ef-4308-94ba-c3d502e5e67a · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Progressive-Hint Prompting Improves Reasoning in Large Language Models
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 12de5b60-320e-4a15-87cb-e42af6c1d278 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 649ed693-e0e8-4cd7-a2c3-0a7acd64cee1 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration LLM As DBA
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7f90541d-16e6-40db-ac22-9d4d471004bf · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Ghost in the Minecraft: Generally Capable Agents for Open-World Environments via Large Language Models with Text-based Knowledge and Memory
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f3721202-a668-4fa2-81a1-eedc7ab15246 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Language Agents as Optimizable Graphs
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a96f07e9-365e-40b8-afe9-56a25371e725 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration In fact, the performance could be further leveraged by task- specific methods like CodeBLEU (Ren et al
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 38becd62-8bf9-48fc-aa92-1498519e1559 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 341fcae2-6706-4786-85b9-e8ada86d73ee · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration We follow the answer extraction method from the origin paper (Hendrycks et al., 2021b)
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 0a12554c-5419-4dcb-bca9-f218943c6bd7 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration nrefs:1|case:mixed|eff:no|tok:13a|smooth:exp|version:2.3.1
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8d15aef0-0331-4f94-baa7-7511f7b94502 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration We sample the subsets with the proportions of 1% and 10% of the original dataset
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 26373281-4bf4-4c46-b5a2-9450a4fe436f · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Doctor” and “Programmer
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 9e877ca0-0822-4f4f-ba2c-163d3e6a93d2 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Green annotation denotes the fields related to the role from the human perspective, which are annotated manually
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d4ddbe1b-43ba-4ae8-a668-c2eddfdc220c · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Experiments show that temperature greatly influences arithmetic reasoning and code gener- ation tasks
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bede228d-eba9-4a9a-97a3-9b20ea004f7a · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration We tested listwise ranker with our own prompts, pairwise GPT ranker from original LLM-Blender (Jiang et al., 2023), Elo Score from TrueSkill (Herbrich et al
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d0d37872-5d3e-4f47-8c67-9067a22ffbbf · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Unresolved cited work
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4fe90803-c915-45c7-978a-d3c9fc628e0c · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Mathematician
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 870732e0-5f86-42b0-a83f-45d5a1fc34ad · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Examples: ······ ””” Please follow the function signature and complete the implementation of the Python function
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f7dabeae-b321-4106-bca1-6cb6968b8839 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration ```python res = np.power(2, n) return res ``` (incorrect) Algorithm Developer Algorithm Developer Apologize for the error
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6a9327b3-a8fb-467b-b47b-11ac3c695f61 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Doctor ④ Agent Importance Scores Figure 6: A case of DyLAN solving general reasoning task
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation fbf6dade-b22a-40c0-8990-ddf84ac41265 · outbound
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration Action: search[...]
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a505de5b-d9eb-4ec7-a8df-ed8fd633c770 · inbound
Large Language Model based Multi-Agents: A Survey of Progress and Challenges A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ea4ebea2-42c0-4af7-b21a-0449b6347285 · inbound
The Landscape of Emerging AI Agent Architectures for Reasoning, Planning, and Tool Calling: A Survey A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 488dde72-99e6-4ddf-be4a-60d3a260de87 · inbound
Scaling Synthetic Data Creation with 1,000,000,000 Personas A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 951904f2-55e9-49fc-a87b-aa35965d7b7c · inbound
Automated Design of Agentic Systems A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 175
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f25398ea-6d22-4e26-9cd6-e39de0ace514 · inbound
A Survey on Human-Centric LLMs A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 121
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c9f4eba-d2d8-4b57-bd8e-f2eb4b99a35c · inbound
Deploying Foundation Model Powered Agent Services: A Survey A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 286
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 617c2467-29b1-4e2e-bc58-9e7d66b19c50 · inbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f729a70-f22f-4eff-aff1-dd94440678db · inbound
Large language models for artificial general intelligence (AGI): A survey of foundational principles and approaches A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 214
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b87072e-5cd7-4871-bbae-34bdb5798524 · inbound
Flow: Modularized Agentic Workflow Automation A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9a344ec-c16f-49f0-9888-83e87f3fd8dc · inbound
Faster Machine Translation Ensembling with Reinforcement Learning and Competitive Correction A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d785d9a-cec9-4653-87de-6b620dc96d1c · inbound
A Survey of Scaling in Large Language Model Reasoning A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 120
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e3a1c42c-2c14-46da-a5a2-310886184be1 · inbound
Meta-Thinking in LLMs via Multi-Agent Reinforcement Learning: A Survey A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc67433c-a673-4b19-918f-21179d8a5d0e · inbound
FlowReasoner: Reinforcing Query-Level Meta-Agents A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c3cee4b-7684-4688-b3b1-f86027e64325 · inbound
Multi-agent Embodied AI: Advances and Future Directions A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 118
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e0927a89-4dbe-45d8-95a1-afc369699e6c · inbound
BELLE: A Bi-Level Multi-Agent Reasoning Framework for Multi-Hop Question Answering A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6acbad61-a277-4c41-9e65-3cfe22eb89a8 · inbound
AgentSGEN: Multi-Agent LLM in the Loop for Semantic Collaboration and GENeration of Synthetic Data A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9cf7383f-98b0-4199-9d5c-07e4f4053c91 · inbound
Two Experts Are All You Need for Steering Thinking: Reinforcing Cognitive Effort in MoE Reasoning Models Without Additional Training A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 86
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c811f19-c669-4eb6-adc1-be50e55d745f · inbound
CoTGuard: Using Chain-of-Thought Triggering for Copyright Protection in Multi-Agent LLM Systems A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 73ca2157-22ff-408f-98c0-a47875f55b6a · inbound
Efficient Leave-one-out Approximation in LLM Multi-agent Debate Based on Introspection A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e1376552-9ba5-4297-b84f-09bf71198758 · inbound
Cross-Task Experiential Learning on LLM-based Multi-Agent Collaboration A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca285ce8-5ec6-45db-9b4f-e1da5d77c7e6 · inbound
Enhancing LLM-Based Code Generation with Complexity Metrics: A Feedback-Driven Approach A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 35527135-64d6-404e-a6c8-578826530b9f · inbound
An Adversary-Resistant Multi-Agent LLM System via Credibility Scoring A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 48228321-ff7a-4e47-8d4b-2e45e389ee2c · inbound
Adaptive Graph Pruning for Multi-Agent Communication A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 08852b3d-e66b-4715-978b-70e250b80806 · inbound
G-Memory: Tracing Hierarchical Memory for Multi-Agent Systems A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 72
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a85782b-b7fd-4d4d-9b6b-8e4d485ddd4d · inbound
MasHost Builds It All: Autonomous Multi-Agent System Directed by Reinforcement Learning A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 972be171-c09f-400a-978e-8e7357b49945 · inbound
SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a537ec6d-8c0b-4e25-9ae7-1fa9990e4944 · inbound
Xolver: Multi-Agent Reasoning with Holistic Experience Learning Just Like an Olympiad Team A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 806cd375-a303-4aac-b410-4fc9cd9dc5b3 · inbound
MedSyn: Enhancing Diagnostics with Human-AI Collaboration A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a318c2c2-242e-4e2d-85d8-ab507e60d21f · inbound
OAgents: An Empirical Study of Building Effective Agents A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d8447d2-5ceb-4478-bdc5-f31da2d003d6 · inbound
MAM: Modular Multi-Agent Framework for Multi-Modal Medical Diagnosis via Role-Specialized Collaboration A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2d40f7e-b97a-41a5-9809-8b6e1f5bc474 · inbound
Adaptive collaboration for online personalized distributed learning with heterogeneous clients A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fca89ba3-9805-48f2-8624-5a4f86d65d57 · inbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a73b68d0-37f2-4217-9a9e-171f336ba5cb · inbound
Introspection of Thought Helps AI Agents A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 245fa440-bd69-4ca9-942c-0ae28d6ac339 · inbound
Graph World Model A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9cef4cb4-9067-4d19-80f5-7163c93ab83d · inbound
GasAgent: A Multi-Agent Framework for Automated Gas Optimization in Smart Contracts A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation afd54810-1063-4622-8c02-bde4e14c0449 · inbound
SVAgent: AI Agent for Hardware Security Verification Assertion A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ccfc544b-b9c7-4ae0-a727-b95cd6ed19a3 · inbound
GenoMAS: A Multi-Agent Framework for Scientific Discovery via Code-Driven Gene Expression Analysis A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7afdcc3f-77f8-4371-b595-87ef4648e430 · inbound
Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc0f3fab-ac3f-42b0-87a7-770e37a39dc7 · inbound
HiVA: Self-organized Hierarchical Variable Agent via Goal-driven Semantic-Topological Evolution A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46dd2144-ae17-4b2c-8793-d2c664e0f5fc · inbound
LLM-Assisted Iterative Evolution with Swarm Intelligence Toward SuperBrain A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 343c999d-c8e0-452e-9a31-937b1385e903 · inbound
LLMs and their Limited Theory of Mind: Evaluating Mental State Annotations in Situated Dialogue A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 2012
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 115b9d5f-cacd-482a-8e80-608587455c41 · inbound
DRF: LLM-AGENT Dynamic Reputation Filtering Framework A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f19396a-df10-4e85-99ff-8a96518ad632 · inbound
Dynamic Generation of Multi-LLM Agents Communication Topologies with Graph Diffusion Models A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7944706f-8951-43fb-a2f2-ee4a1244aa40 · inbound
Evolution in Simulation: AI-Agent School with Dual Memory for High-Fidelity Educational Dynamics A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5cb13e26-3a9f-4df0-a662-aa352b10be25 · inbound
Cost and Accuracy of Long-Term Memory in Distributed Multi-Agent Systems Based on Large Language Models A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46c34a5c-abf5-46fc-bc66-162f9d0d5584 · inbound
Exploring Silicon-Based Societies: An Early Study of the Moltbook Agent Community A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bde3776b-a9da-4b2f-9455-fd797b793fc0 · inbound
SGAgent: Suggestion-Guided LLM-Based Multi-Agent Framework for Repository-Level Software Repair A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5b483c1-a02f-4569-92de-8c07569eb49a · inbound
MASPOB: Bandit-Based Prompt Optimization for Multi-Agent Systems with Graph Neural Networks A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 31789a07-4a3e-437e-bd2f-9450d1657f6c · inbound
Effective Strategies for Asynchronous Software Engineering Agents A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 28988944-fc44-4cbd-8268-42773e302016 · inbound
Do Agent Societies Develop Intellectual Elites? The Hidden Power Laws of Collective Cognition in LLM Multi-Agent Systems A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 14fc211c-9546-4a3e-8bc2-6f6a05fadbad · inbound
Improving Role Consistency in Multi-Agent Collaboration via Quantitative Role Clarity A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 713f3778-933d-4ab6-9052-6414b272f106 · inbound
Representational Collapse in Multi-Agent LLM Committees: Measurement and Diversity-Aware Consensus A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a1133bdd-9eef-4cc6-a6da-81c1380bf188 · inbound
Mem$^2$Evolve: Towards Self-Evolving Agents via Co-Evolutionary Capability Expansion and Experience Distillation A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8bc91632-29d0-42d2-9294-a4f734087ac1 · inbound
SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation eacc8367-6653-4fa3-a2b0-b24edbbb3f4a · inbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1a20b261-bf98-47a7-9cf7-b43cb28270b6 · inbound
QuantClaw: Precision Where It Matters for OpenClaw A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d517a5aa-3d70-4153-8248-85917e9ccd1a · inbound
RoadMapper: A Multi-Agent System for Roadmap Generation of Solving Complex Research Problems A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b9e963ae-6123-48b6-837a-767f332d8ad5 · inbound
Lost in the Tower of Babel: The Adverse Effects of Incidental Multilingualism in LLMs A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e94b8282-5415-4dbd-b925-6cc09b7cf2a3 · inbound
Human-LLM Dialogue Improves Diagnostic Accuracy in Emergency Care A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a557dc1b-4795-4431-917e-58f675b46a56 · inbound
EquiMem: Calibrating Shared Memory in Multi-Agent Debate via Game-Theoretic Equilibrium A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1d4d9c41-058a-44d1-b4f4-899bf1cb1f6b · inbound
Reinforced Collaboration in Multi-Agent Flow Networks A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 639e9e61-3f3f-44f6-bf7d-bb2ff3a8e537 · inbound
Differentiable Mixture-of-Agents Incentivizes Swarm Intelligence of Large Language Models A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 89
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7211c75f-2d29-4d1b-9623-502feb27e9dc · inbound
Differentiable Mixture-of-Agents Incentivizes Swarm Intelligence of Large Language Models A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c428687f-21bc-4467-90e1-d9acee989b3b · inbound
Learning Transferable Topology Priors for Multi-Agent LLM Collaboration Across Domains A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 27a50b39-a418-4fdf-b610-49f1f08e60b1 · inbound
Conflict-Resilient Multi-Agent Reasoning via Signed Graph Modeling A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d48b6abf-4276-4b7d-999e-b27e81abbf01 · inbound
AgentCo-op: Retrieval-Based Synthesis of Interoperable Multi-Agent Workflows A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 49042024-39a4-42f4-808e-95f9eea2f667 · inbound
Self-Evolving Multi-Agent Systems via Decentralized Memory A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f2ffd405-e136-4f30-a88c-9bba7fc416af · inbound
StepFinder: A Temporal Semantic Framework for Failure Attribution in Multi-Agent Systems A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 17302f7c-20f3-4d03-bd83-f0d0bf40a10c · inbound
The Illusion of Multi-Agent Advantage A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ca1003f5-d6d0-44ed-af1d-7574dc5c64dc · inbound
OPD-Evolver: Cultivating Holistic Agent Evolver via On-Policy Distillation A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 0c9a3eb7-f7a3-44f5-a438-69c2ae9e2c89 · inbound
Preventing Error Propagation in Multi-Agent AI through Runtime Monitoring A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4f1db8f0-9631-42e0-9ace-d0a5fa10bb97 · inbound
MESA: Prioritizing Vulnerable Communication Channels for Securing Multi-Agent Systems A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8e07b71a-df94-421d-b6fd-6d09c5933b55 · inbound
The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 156
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a51bb4e5-c7b2-4a5f-96ac-b7a03215b50a · inbound
WaterMoE: Expert-Routing-based Watermarking for High Fidelity and Efficiency A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f86bc54-f52f-4e7e-96c5-39c3e62e82df · inbound
Small, Free, and Effective: Orchestrating Open-Weight Small Language Models to Outperform Single LLM for Malware Analysis A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c0d349e-e642-441c-bf29-92e46d2fbcb4 · inbound
Agentic Re-Casting using Agentic Re-Simulations A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 77
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d225d4c4-314e-4207-a6cf-e764f6337ada · inbound
Gleam: Adaptive Network-Efficient CUDA API Remoting for Cross-Device GPU Sharing over LANs A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c70b35d-b693-4ee8-a5b9-45491b6a3831 · inbound
From Cognitive Architectures to Language Agents: A Mechanism-Level Review of Lineage, Convergence, and Migration Gaps A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d639bf82-e225-4371-897b-fa9450e69424 · inbound
Before Agents Speak: Pre-hoc Failure Risk Inference in Multi-Agent Systems A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19c7433b-ade3-4d60-bd0c-04733ae1c6f8 · inbound
Chain-of-Models: Cross-Model Auditing for Bias-Robust LLM Judges A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 293
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ca042bf-0a89-4c78-86cf-3a76a0c91882 · inbound
Global Optimization and Inference-Time Region Grafting for Agentic Workflows A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8601a29b-2867-4856-9808-e0d51f1de761 · inbound
Self-Evolving Coding Agents A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a55bd3d2-f34c-4203-b0fb-bf7f322927b4 · inbound
A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12a2d92d-6d19-41e9-b869-7d1b3881f531 · inbound
Discovering Efficient and Explainable Communication Topologies for LLM-based Multi-Agent Systems via Causal Inference A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.