Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-17T00:46:40.808724Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 3 of 3 outbound references and 60 inbound Pith citation observations for arXiv:2512.08296.
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 2026-05-17T00:46:40.808724Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T08:52:39.613818Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
3 of 3 outbound references displayed
External citation measurements
0
pith, observed 2026-08-05T02:28:24.338817Z
Observation b98f9748-9629-46d1-ad65-a9265fd389bf · outbound
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c6b7f99d-bfec-4337-84c5-cdcc0f2b5fdf · outbound
Towards a Science of Scaling Agent Systems Unresolved cited work
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 063b884c-1917-4f97-9977-cc79fc2d3241 · outbound
Towards a Science of Scaling Agent Systems Unresolved cited work
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation df500d88-54ad-4787-b3d9-5f3cc26a4a9a · inbound
Rethinking the Value of Agent-Generated Tests for LLM-Based Software Engineering Agents Towards a Science of Scaling Agent Systems
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4121b61a-8010-432e-b49d-6c05a5e65b12 · inbound
DIG to Heal: Scaling General-purpose Agent Collaboration via Explainable Dynamic Decision Paths Towards a Science of Scaling Agent Systems
Reference 2002
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a41d13e8-e90a-4f56-8c3c-086b6fd2feb5 · inbound
HEARTS: Benchmarking LLM Reasoning on Health Time Series Towards a Science of Scaling Agent Systems
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9d34af8-6770-4443-b294-313fdd89591c · inbound
Transition from Statistical to Hardware-Limited Scaling in Photonic Quantum State Reconstruction Towards a Science of Scaling Agent Systems
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 904e7eaa-2c6c-4ce4-8a6a-667ce16c8d98 · inbound
Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web 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 2026-08-07T06:34:17.273281+00:00.
Observation b0f7f899-219a-4a61-8ef2-de236e3a8966 · inbound
Do Agent Societies Develop Intellectual Elites? The Hidden Power Laws of Collective Cognition in LLM Multi-Agent Systems Towards a Science of Scaling Agent Systems
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b2fa783d-52eb-4b4c-ad57-7b543ec7ea17 · inbound
EMS: Multi-Agent Voting via Efficient Majority-then-Stopping Towards a Science of Scaling Agent Systems
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6ca80b16-fd59-4dc3-a177-a3a072b03cf8 · inbound
Scaling Teams or Scaling Time? Memory Enabled Lifelong Learning in LLM Multi-Agent Systems Towards a Science of Scaling Agent Systems
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1d421310-ecf5-4dcf-9900-7112ed1279de · inbound
Heterogeneous Consensus-Progressive Reasoning for Efficient Multi-Agent Debate Towards a Science of Scaling Agent Systems
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bb3b15c0-c02f-4403-b3cb-c7ea85265808 · inbound
Evaluation-driven Scaling for Scientific Discovery Towards a Science of Scaling Agent Systems
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3ea6f3fb-0a8e-4361-9b83-a8a9ba225f39 · inbound
Information Aggregation with AI Agents Towards a Science of Scaling Agent Systems
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b894dd62-790c-4a7f-ae9c-467e35142f76 · inbound
Sovereign Agentic Loops: Decoupling AI Reasoning from Execution in Real-World Systems Towards a Science of Scaling Agent Systems
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9f81869c-6664-4fe9-9a2d-808e8ee94ff8 · inbound
Complete Cyclic Subtask Graphs for Tool-Using LLM Agents: Flexibility, Cost, and Bottlenecks in Multi-Agent Workflows Towards a Science of Scaling Agent Systems
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 44b0747b-33de-40c8-b713-6199ced5287e · inbound
TSAssistant: A Human-in-the-Loop Agentic Framework for Automated Target Safety Assessment Towards a Science of Scaling Agent Systems
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8986dce3-d84a-4897-8f2a-b3d87b7d4feb · inbound
TSAssistant: A Human-in-the-Loop Agentic Framework for Automated Target Safety Assessment Towards a Science of Scaling Agent Systems
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2d093e8d-da29-4604-b201-d21c1bec0cb2 · inbound
The Inverse-Wisdom Law: Architectural Tribalism and the Consensus Paradox in Agentic Swarms Towards a Science of Scaling Agent Systems
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 794b9fa5-f758-4db5-a510-25fe04b8ec99 · inbound
Trace-Level Analysis of Information Contamination in Multi-Agent Systems Towards a Science of Scaling Agent Systems
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 83773e03-430c-4092-92aa-1b4edce75779 · inbound
CTM-AI: A Blueprint for General AI Inspired by a Model of Consciousness Towards a Science of Scaling Agent Systems
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 32347f69-b7f5-4b2b-a683-ef4b782d498d · inbound
Improving the Efficiency of Language Agent Teams with Adaptive Task Graphs Towards a Science of Scaling Agent Systems
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f091921a-968c-4347-8c32-e5cbf9a83194 · inbound
TeamBench: Evaluating Agent Coordination under Enforced Role Separation Towards a Science of Scaling Agent Systems
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 893d388a-b0a1-435f-b5f0-38dd5acd2455 · inbound
When Independent Sampling Outperforms Agentic Reasoning Towards a Science of Scaling Agent Systems
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 43878bfc-2546-4e65-8d9f-f6ee2641c55f · inbound
Token Economics for LLM Agents: A Dual-View Study from Computing and Economics Towards a Science of Scaling Agent Systems
Reference 99
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e5c98ee2-93b0-46f8-b883-58e799244f6e · inbound
TacoMAS: Test-Time Co-Evolution of Topology and Capability in LLM-based Multi-Agent Systems Towards a Science of Scaling Agent Systems
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8cd86349-524f-4bde-b1d0-62c2630dd209 · inbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Towards a Science of Scaling Agent Systems
Reference 107
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9453c582-fd15-4313-bdee-f31ef3394fa9 · inbound
Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Towards a Science of Scaling Agent Systems
Reference 117
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bb137766-767f-4a91-9992-06871531ff05 · inbound
Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Towards a Science of Scaling Agent Systems
Reference 118
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 28b416d8-be8d-478b-9c19-faf235bca5ff · inbound
TeamTR: Trust-Region Fine-Tuning for Multi-Agent LLM Coordination Towards a Science of Scaling Agent Systems
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation dbda9006-38f9-4f8f-bb64-4c6d3c586963 · inbound
Do Biological Structural Guarantees Earn Their Complexity? Towards a Science of Scaling Agent Systems
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f9484902-dd28-485c-a274-d16aeb20cfaa · inbound
Context, Reasoning, and Hierarchy: A Cost-Performance Study of Compound LLM Agent Design in an Adversarial POMDP Towards a Science of Scaling Agent Systems
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 61394fa2-62fa-4d3e-9e9a-93a1ec0f22a6 · inbound
AI for Auto-Research: Roadmap & User Guide Towards a Science of Scaling Agent Systems
Reference 89
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d52babc9-3ef6-441f-a3d0-f461d1a3fb11 · inbound
AI for Auto-Research: Roadmap & User Guide Towards a Science of Scaling Agent Systems
Reference 89
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a45afde8-00ae-4c3e-abdb-45422c1213ef · inbound
Compiling Agentic Workflows into LLM Weights: Near-Frontier Quality at Two Orders of Magnitude Less Cost Towards a Science of Scaling Agent Systems
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 58cf90e4-864e-4ae8-877d-06b528a4def8 · inbound
A Sober Look at Agentic Misalignment in Automated Workflows Towards a Science of Scaling Agent Systems
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a870d39f-bb0f-413b-ae3d-3a0f38438597 · inbound
Augment Engineering: A Methodology for Multi-Tool AI Orchestration Across Professional Domains Towards a Science of Scaling Agent Systems
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e52d161e-eccc-420a-a7d6-f8511de01deb · inbound
AgensFlow: A Coordination-Policy Substrate for Multi-Agent Systems Towards a Science of Scaling Agent Systems
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6d254569-fa34-4caf-b6a0-3e087ee646e4 · inbound
AutoScientists: Self-Organizing Agent Teams for Long-Running Scientific Experimentation Towards a Science of Scaling Agent Systems
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 197682e6-3d68-4a34-ace6-cc8c62c9368f · inbound
The Ringelmann Effect in Multi-Agent LLM Systems: A Scaling Law for Effective Team Size Towards a Science of Scaling Agent Systems
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 750cf48a-06db-42a9-821f-24802b587cb3 · inbound
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 2026-08-07T06:34:17.273281+00:00.
Observation eafea457-e9c7-4365-8341-d5f045121abe · inbound
Exploring the Topology and Memory of Consensus: How LLM Agents Agree, Fragment, or Settle When Forming Conventions Towards a Science of Scaling Agent Systems
Reference 76
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 80e6f84c-8e33-419f-81f0-56490c8cf1db · inbound
Channel Fracture: Three Instances of Cross-Boundary Silent Delivery Reliability Failures in Multi-Agent Systems Towards a Science of Scaling Agent Systems
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3ed20569-c7cd-4f7f-ab02-7b74a9609584 · inbound
Divide and Cooperate: Role-Decomposed Multi-Agent LLM Training with Cross-Agent Learning Signals Towards a Science of Scaling Agent Systems
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 04599a81-2b55-4184-9b5c-3dc6996a9e1c · inbound
The Illusion of Multi-Agent Advantage Towards a Science of Scaling Agent Systems
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6915be06-f6eb-4e23-a668-2178512a6d17 · inbound
Scaling Enterprise Agent Routing: Degradation, Diagnosis, and Recovery Towards a Science of Scaling Agent Systems
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 12a44e10-da3e-4fc2-bc7f-1b707771ac4f · inbound
AONA: A Comprehensive Architecture and Workflow Design for Global Agentic Collaboration Towards a Science of Scaling Agent Systems
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d72a8737-cd0d-4da7-8944-58ceaff727ff · inbound
MAS-PromptBench: When Does Prompt Optimization Improve Multi-Agent LLM Systems? Towards a Science of Scaling Agent Systems
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0454af4b-1701-4377-99bb-2a18e4a9743b · inbound
Buildrix: An Open Platform for Sharing and Benchmarking Agentic AI Skills in Building Engineering Towards a Science of Scaling Agent Systems
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3efc3c53-1f6e-418f-acba-4ba2d3146545 · inbound
Rethinking Scientific Discovery in the Agentic Era Towards a Science of Scaling Agent Systems
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d80ccc5b-50b1-46fd-8abf-b8a27e8de7ca · inbound
Biological Motifs for Agentic Control Towards a Science of Scaling Agent Systems
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ecd0ede5-3900-4be5-b7de-4387dde9092c · inbound
Better Harnesses, Smaller Models: Building 90% Cheaper Agents via Automated Harness Adaptation Towards a Science of Scaling Agent Systems
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12ac9f72-ed6c-4064-8ceb-011ee060f80f · inbound
The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy Towards a Science of Scaling Agent Systems
Reference 117
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aabdee1f-1d04-43fe-b11a-61957d61f5fd · inbound
Precise but Uncoupled: Reviewer Precision Does Not Guarantee Critique Uptake in Multi-Agent Math Reasoning Towards a Science of Scaling Agent Systems
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32001f7e-ced6-4c23-b151-d10714027b32 · inbound
When Do Multi-Agent Systems Help? An Information Bottleneck Perspective Towards a Science of Scaling Agent Systems
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78a42612-6686-47da-99d3-59e79bf6a2f8 · inbound
Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration Towards a Science of Scaling Agent Systems
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6719fbe1-9104-48bb-a10c-5f3967e5a810 · inbound
Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Towards a Science of Scaling Agent Systems
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5addb142-3573-46d6-bb08-adf225dfd481 · inbound
A Vocabulary for Multi-Agent Automated Research Systems Towards a Science of Scaling Agent Systems
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0437572f-c2ef-4e69-b60f-c214c1475ac0 · inbound
State-dependent error correlations shape voting thresholds in committees of AI agents Towards a Science of Scaling Agent Systems
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e08e4b3-f10e-4349-a74b-7d6d2bfa8c03 · inbound
A corrective agentic hybrid RAG and an operations-grounded evaluation for a scientific facility Towards a Science of Scaling Agent Systems
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f62f50b1-21da-46f3-8c4b-7751db1fa989 · inbound
Before Agents Speak: Pre-hoc Failure Risk Inference in Multi-Agent Systems Towards a Science of Scaling Agent Systems
Reference 76
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 99ebbe67-6152-4556-8548-a62d4c369105 · inbound
AgentRadio: Passive Awareness for Long-Horizon Multi-Agent Collaboration Towards a Science of Scaling Agent Systems
Reference 2026
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9927445c-0df4-4769-aa2c-a9a63570c9b4 · inbound
KC-Agent: A Dual-Process Cognitive Architecture for Efficient ML Model Improvement Towards a Science of Scaling Agent Systems
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.