Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-28T14:26:50.444070Z
Paper Citation Record · LEDGER
As of 4 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 2 inbound Pith citation observations for arXiv:2606.02859.
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 2026-06-28T14:26:50.444070Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-12T01:16:50.927415Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-04T08:29:42.246322Z
56 of 56 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 0eeeb4c2-da0b-414b-8bc4-8f49a7d48640 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Unresolved cited work
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e608b1e-418e-4245-8e92-56ff27ca6c5f · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Toward a model of intelligence as an economy of agents.Machine Learning, 35 (2):155–185, 1999
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3383fa1a-7e16-402d-b722-5c2db9084b00 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Evolution of cooperative problem solving in an artificial economy.Neural Computation, 12(12):2743–2775, 2000
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a698f05-7737-4daf-94e1-5b836d64f60d · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions arXiv preprint arXiv:2510.18221 , year=
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 431cc5cb-40b3-4d56-bbb2-8c087d4fe592 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b3f59d60-7019-4ba8-b054-72a553fa28ab · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Why Do Multi-Agent LLM Systems Fail?
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 213cc967-1c28-4cf4-9b42-39610ea4bfdc · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions arXiv preprint arXiv:2510.23595 , year=
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c90e28f9-70ee-439a-9e4a-9d9e6009309b · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Barbarians at the gate: How AI is upending systems research
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8182c5de-b293-442f-9773-be791c59db4d · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Unresolved cited work
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d02a0632-88b8-4910-b55b-53a763494cb3 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Market-based multirobot coordination: A survey and analysis.Proceedings of the IEEE, 94(7):1257–1270, 2006
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02b1b0cc-ac55-4de9-826a-240ff6d15484 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Improv- ing factuality and reasoning in language models through multiagent debate
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5337af67-2c01-4003-994d-28d068eee7ea · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Mechanism design for large language models
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ad4c411d-c524-467a-81b7-134dcc8197a4 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Gemmini: Enabling systematic deep-learning architecture evaluation via full-stack integration
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2afd4c48-b32c-4e06-bb66-e84fba8cab5a · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Unresolved cited work
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation adb6c746-39ef-4cab-b667-08f5856b87de · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Hayek.Law, Legislation and Liberty
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 959a8942-47f0-485d-b66e-31c855de59ee · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Measuring Mathematical Problem Solving With the MATH Dataset
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 69b7d70c-7d03-4fd9-9eb6-f2f8a3266104 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Unresolved cited work
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 64d05a22-52d7-4c7e-ac87-4aee58877885 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Dosa: Differentiable model-based one-loop search for dnn accelerators
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e83a62cb-f774-40b5-bcf1-162f407b45cb · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Metagpt: Meta programming for a multi-agent collaborative framework
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 56b489bf-70ae-4bb3-a2ff-ee1dc8eec348 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Alma: Hierarchical learning for composite multi- agent tasks.Advances in neural information processing systems, 35:7155–7166, 2022
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8fbfc29f-7452-435c-a265-c8b557edc999 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions OpenVLA: An Open-Source Vision-Language-Action Model
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 750cf48a-06db-42a9-821f-24802b587cb3 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Towards a Science of Scaling Agent Systems
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 98592012-30b5-456d-9db1-928f7238357a · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Multi-Agent Verification: Scaling Test-Time Compute with Multiple Verifiers
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 62b64bab-d57e-4a04-a8cf-3c4cf2f6b0dc · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Improved multi-agent collaboration with multi-turn reinforcement learning
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 249fcef9-f1e4-4985-893b-6ce6e7b1a5e5 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 031a06ff-323f-492c-b5e5-81cc60641e52 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Simon and Schuster, 1988
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bee3e971-41c0-4659-80fc-fd68ab4a18ae · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions AlphaEvolve: A coding agent for scientific and algorithmic discovery
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e19532af-6b72-43fa-9030-654492b82725 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Deep decentralized multi-task multi-agent reinforcement learning under partial observability
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ecf7546-2494-462b-af65-3d3209ab5be8 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Maporl: Multi-agent post-co-training for collaborative large language models with reinforcement learning
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f0534285-1408-4677-8527-4dce83b690fe · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Gorilla: Large language model connected with massive apis.Advances in Neural Information Processing Systems, 37: 126544–126565, 2024
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9da6bd6d-64cf-45fc-a6fe-fd974a1045df · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions QuArch: A Benchmark for Evaluating LLM Reasoning in Computer Architecture
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 538d73b2-e2c5-4c56-95df-22686e93076d · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Chatdev: Communicative agents for software development
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1256f1b9-9828-4b52-8aea-50c0e63cf78a · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions CORAL: Towards Autonomous Multi-Agent Evolution for Open-Ended Discovery
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0c2806f7-bb4f-44a9-b52a-e4d919e5840b · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions The neural bucket brigade: A local learning algorithm for dynamic feedforward and recurrent networks.Connection Science, 1(4):403–412, 1989
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75754216-485d-4bf2-b724-febb6d2143a8 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Openevolve: an open-source evolutionary coding agent, 2025
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd37659e-a761-4bb0-aecd-e1366ea8b770 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Multiagent Finetuning: Self Improvement with Diverse Reasoning Chains
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 68e3a21e-df46-421e-961e-11ef4e185e04 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Market-based Architectures in RL and Beyond
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 2c28fefb-202c-4c02-8631-412901e0ff7b · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Gibbon: Efficient co-exploration of nn model and processing-in-memory architecture
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 94c4dfcc-2484-40c9-a0ab-4d591b216737 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Scaling long-horizon llm agent via context-folding
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation eab9fe79-c2da-4c9a-b141-f30cc16def35 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Genai for systems: Recurring challenges and design principles from software to silicon
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e485fe29-f19f-40c7-8792-b5cb5395f715 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions arXiv preprint arXiv:2510.05077 , year=
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7c126e71-b768-414f-ab6f-8f990b9f5811 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions AESP: A human-sovereign economic protocol for AI agents with privacy-preserving settlement
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation af75fa92-111c-4c3d-97cb-1029a6ea84ae · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Frontierscience: Evaluating ai’s ability to perform expert-level scientific tasks
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 445944ce-70bb-4e9f-b656-f9c88badf012 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions ThetaEvolve: Test-time Learning on Open Problems
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a7f3e51d-7379-42ea-aa2e-8d6884a4597e · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Group-Evolving Agents: Open-Ended Self-Improvement via Experience Sharing, February 2026.https://arxiv.org/abs/2602.04837
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 50967875-8380-4a19-9b26-c112b2ecc7bc · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Autogen: Enabling next-gen llm applications via multi-agent conversations
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 426f8ce9-fa60-4f71-8eac-17c208733665 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions The agent economy: A blockchain-based foundation for autonomous ai agents
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b237916e-cc26-4724-bd3f-e72f9836745d · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Comas: Co-evolving multi-agent systems via interaction rewards
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7c8e0d6f-c4ed-45b2-945c-5d2279dfdfe5 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Agentnet: Decentralized evolutionary coordination for llm-based multi-agent systems,
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0711965e-3382-4be1-b721-ec733cf2a414 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions AgentNet: Decentralized Evolutionary Coordination for LLM-based Multi-Agent Systems
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d210c9f2-01e0-42fa-9c40-c4c4cca474f1 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions React: Synergizing reasoning and acting in language models
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a991cf88-5fe8-49ab-b94a-c666e1ce5536 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions World Action Models are Zero-shot Policies
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b4596bfd-9494-441b-aa5c-9583a6054a95 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Learning to discover at test time.arXiv preprint, 2026
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21b647df-f6eb-49d0-929d-622fbe43a57b · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Dynamic role assignment for multi-agent debate.arXiv preprint arXiv:2601.17152, 2026
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 2a2a9946-8f13-4fe9-b0ac-67e409e5b335 · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Reso: A reward-driven self-organizing llm-based multi-agent system for reasoning tasks
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f17abcea-acce-4f62-9ed4-7a901ed9cfcb · outbound
Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8d50ec2d-5aa6-41b5-a851-c51c9ab30327 · inbound
AgentDSE: Reasoning-Augmented Architectural Design Space Exploration Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8756bc80-f968-4c8f-a1d2-904a1a1da59b · inbound
ArchEval: Measuring AI Agents as Computer Architects Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.