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Paper Citation Record · LEDGER

Towards a Science of Scaling Agent Systems

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.

pith.paper-citation-record.v1
2512.08296 v3

Coverage vector

measured 3 of 3 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-17T00:46:40.808724Z

measured 63 of 63 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 60 of 60 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T08:52:39.613818Z

measured 1 of 1 external citation measurements

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

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

Reference resolution

3 of 3 outbound references displayed

  • verified exact0
  • verified fuzzy1
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation b98f9748-9629-46d1-ad65-a9265fd389bf · outbound

This paper cites @esa (Ref.

Towards a Science of Scaling Agent Systems @esa (Ref

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T00:48:46.567895Z

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.

source=arxiv_source observed=2026-05-17T00:46:40.808724Z digest=sha256:868fae2f5adac572664f106653f3eb4193d7621dd7980e52a30492851160ad40

Observation c6b7f99d-bfec-4337-84c5-cdcc0f2b5fdf · outbound

This paper cites an unresolved cited work.

Towards a Science of Scaling Agent Systems Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-05-17T00:48:46.570016Z

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.

source=arxiv_source observed=2026-05-17T00:46:40.808724Z digest=sha256:87e0aa0ff0b761582032f1a8aeab8dd521bb8db404ea216fae7e02caa734a831

Observation 063b884c-1917-4f97-9977-cc79fc2d3241 · outbound

This paper cites an unresolved cited work.

Towards a Science of Scaling Agent Systems Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-05-17T00:48:46.571978Z

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.

source=arxiv_source observed=2026-05-17T00:46:40.808724Z digest=sha256:a1f4fed6a1a3f880fa08ee0fd85d0125857d11fc753387b4f00b45ae138ffd08

Pith citing papers

Observation df500d88-54ad-4787-b3d9-5f3cc26a4a9a · inbound

Rethinking the Value of Agent-Generated Tests for LLM-Based Software Engineering Agents cites this paper.

Rethinking the Value of Agent-Generated Tests for LLM-Based Software Engineering Agents Towards a Science of Scaling Agent Systems

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-05-16T06:37:28.470701Z

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.

source=pdf_text observed=2026-05-16T06:36:06.214753Z digest=sha256:7315ab18381b3b4465a801e6cbae4598f7967de2d81b0bd6727ab9a6e8145b1e

Observation 4121b61a-8010-432e-b49d-6c05a5e65b12 · inbound

DIG to Heal: Scaling General-purpose Agent Collaboration via Explainable Dynamic Decision Paths cites this paper.

DIG to Heal: Scaling General-purpose Agent Collaboration via Explainable Dynamic Decision Paths Towards a Science of Scaling Agent Systems

Reference 2002

Resolution
unresolved
no resolver link, observed 2026-08-02T19:59:46.322783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:59:46.322783Z digest=sha256:f6fcd7d3f74fd30157db522601c8285e2c1546548ec987889aa9ae419a8db566

Observation a41d13e8-e90a-4f56-8c3c-086b6fd2feb5 · inbound

HEARTS: Benchmarking LLM Reasoning on Health Time Series cites this paper.

HEARTS: Benchmarking LLM Reasoning on Health Time Series Towards a Science of Scaling Agent Systems

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-02T21:02:28.067582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T21:02:28.067582Z digest=sha256:1bbbf8510aa04c8fac3a13a092503ce565b5f72c5c5931859f4a6d7adb549000

Observation d9d34af8-6770-4443-b294-313fdd89591c · inbound

Transition from Statistical to Hardware-Limited Scaling in Photonic Quantum State Reconstruction cites this paper.

Transition from Statistical to Hardware-Limited Scaling in Photonic Quantum State Reconstruction Towards a Science of Scaling Agent Systems

Reference 9

Resolution
unresolved
no resolver link, observed 2026-07-14T22:25:15.261445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T22:25:15.261445Z digest=sha256:0eecbb74afb31fb76db38659612f2fd8a284deca969a1ca7b8a97c247d336d97

Observation 904e7eaa-2c6c-4ce4-8a6a-667ce16c8d98 · inbound

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web cites this paper.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Towards a Science of Scaling Agent Systems

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-05-16T13:20:57.920236Z

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.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:d530ab5db2142acf0bda72f37b176aca8256577b102335e0be5d33abb5149727

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 cites this paper.

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

Resolution
verified exact
local_arxiv, observed 2026-05-13T19:13:09.667058Z

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.

source=pdf_text observed=2026-05-13T19:11:52.387623Z digest=sha256:2bfecc29fb0f9eb6710fe6e94f56a820c3bc6803dd041cf49c5937e197980cf1

Observation b2fa783d-52eb-4b4c-ad57-7b543ec7ea17 · inbound

EMS: Multi-Agent Voting via Efficient Majority-then-Stopping cites this paper.

EMS: Multi-Agent Voting via Efficient Majority-then-Stopping Towards a Science of Scaling Agent Systems

Reference 25

Resolution
metadata mismatch
local_arxiv, observed 2026-05-13T19:58:12.191099Z

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.

source=pdf_text observed=2026-05-13T19:56:32.701087Z digest=sha256:5c0cb0dcccdadf20f5d032047217e0c96c53f31b6761aa9c64fe169d6a8af27c

Observation 6ca80b16-fd59-4dc3-a177-a3a072b03cf8 · inbound

Scaling Teams or Scaling Time? Memory Enabled Lifelong Learning in LLM Multi-Agent Systems cites this paper.

Scaling Teams or Scaling Time? Memory Enabled Lifelong Learning in LLM Multi-Agent Systems Towards a Science of Scaling Agent Systems

Reference 4

Resolution
verified exact
local_arxiv, observed 2026-05-14T22:43:12.024936Z

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.

source=pdf_text observed=2026-05-14T22:42:43.070265Z digest=sha256:ef2b354cfc2669f900c063019a53e05fd17bb02b94b47a87a115aa318ef489e4

Observation 1d421310-ecf5-4dcf-9900-7112ed1279de · inbound

Heterogeneous Consensus-Progressive Reasoning for Efficient Multi-Agent Debate cites this paper.

Heterogeneous Consensus-Progressive Reasoning for Efficient Multi-Agent Debate Towards a Science of Scaling Agent Systems

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-05-13T18:53:08.253270Z

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.

source=pdf_text observed=2026-05-13T18:52:00.129650Z digest=sha256:aff4792b75c1a89239b246515247ae6bd6f182a92f6c3821913040cc1a623475

Observation bb3b15c0-c02f-4403-b3cb-c7ea85265808 · inbound

Evaluation-driven Scaling for Scientific Discovery cites this paper.

Evaluation-driven Scaling for Scientific Discovery Towards a Science of Scaling Agent Systems

Reference 61

Resolution
verified exact
local_arxiv, observed 2026-05-11T12:26:06.654988Z

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.

source=pdf_text observed=2026-05-10T03:39:52.204043Z digest=sha256:524ce050d9d45790122b76ff122bca7fd070e664485d1b09fddaee3f7c2355ca

Observation 3ea6f3fb-0a8e-4361-9b83-a8a9ba225f39 · inbound

Information Aggregation with AI Agents cites this paper.

Information Aggregation with AI Agents Towards a Science of Scaling Agent Systems

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-02T15:52:00.141016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T15:52:00.141016Z digest=sha256:b4c1fe0a86f02290b1eb55af3e0c4128dcccb91ad0579792d0200eb4d489c15d

Observation b894dd62-790c-4a7f-ae9c-467e35142f76 · inbound

Sovereign Agentic Loops: Decoupling AI Reasoning from Execution in Real-World Systems cites this paper.

Sovereign Agentic Loops: Decoupling AI Reasoning from Execution in Real-World Systems Towards a Science of Scaling Agent Systems

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-05-11T19:31:08.109658Z

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.

source=pdf_text observed=2026-05-08T11:50:57.149878Z digest=sha256:9c8b67bcfc8417b51402ae392e99b8b3b186fc1bf085b0c12a238d5717b176c0

Observation 9f81869c-6664-4fe9-9a2d-808e8ee94ff8 · inbound

Complete Cyclic Subtask Graphs for Tool-Using LLM Agents: Flexibility, Cost, and Bottlenecks in Multi-Agent Workflows cites this paper.

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

Resolution
metadata mismatch
local_arxiv, observed 2026-05-10T07:06:52.874447Z

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.

source=pdf_text observed=2026-05-10T07:05:43.392997Z digest=sha256:e497abddc8daa79440c1b8e22fe3154852641c320ae7270cf969aa2dcfe61e2e

Observation 44b0747b-33de-40c8-b713-6199ced5287e · inbound

TSAssistant: A Human-in-the-Loop Agentic Framework for Automated Target Safety Assessment cites this paper.

TSAssistant: A Human-in-the-Loop Agentic Framework for Automated Target Safety Assessment Towards a Science of Scaling Agent Systems

Reference 7

Resolution
metadata mismatch
local_arxiv, observed 2026-05-11T21:51:21.212244Z

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.

source=pdf_text observed=2026-05-08T04:08:21.921950Z digest=sha256:64406afdfa2aa71cabe521a479adcf3254c8fccd961e6bae235aaa7c34181871

Observation 8986dce3-d84a-4897-8f2a-b3d87b7d4feb · inbound

TSAssistant: A Human-in-the-Loop Agentic Framework for Automated Target Safety Assessment cites this paper.

TSAssistant: A Human-in-the-Loop Agentic Framework for Automated Target Safety Assessment Towards a Science of Scaling Agent Systems

Reference 7

Resolution
metadata mismatch
local_arxiv, observed 2026-05-11T04:20:56.832221Z

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.

source=pdf_text observed=2026-05-11T01:47:52.610146Z digest=sha256:8ca6ef0d507a9cffd189837f45537079e1003bcb661a8771886085cac0e27a36

Observation 2d093e8d-da29-4604-b201-d21c1bec0cb2 · inbound

The Inverse-Wisdom Law: Architectural Tribalism and the Consensus Paradox in Agentic Swarms cites this paper.

The Inverse-Wisdom Law: Architectural Tribalism and the Consensus Paradox in Agentic Swarms Towards a Science of Scaling Agent Systems

Reference 1

Resolution
metadata mismatch
local_arxiv, observed 2026-05-12T09:51:28.548038Z

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.

source=pdf_text observed=2026-05-07T09:00:51.071902Z digest=sha256:ba01932840048bd93689c36f4f253151c3447e627aff75a77bdf6114af228ced

Observation 794b9fa5-f758-4db5-a510-25fe04b8ec99 · inbound

Trace-Level Analysis of Information Contamination in Multi-Agent Systems cites this paper.

Trace-Level Analysis of Information Contamination in Multi-Agent Systems Towards a Science of Scaling Agent Systems

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-05-12T09:41:27.065560Z

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.

source=pdf_text observed=2026-05-07T09:41:15.185578Z digest=sha256:9a8f258a8988f483195869072a6935ca3b408faa22b0b23557f31640401c7436

Observation 83773e03-430c-4092-92aa-1b4edce75779 · inbound

CTM-AI: A Blueprint for General AI Inspired by a Model of Consciousness cites this paper.

CTM-AI: A Blueprint for General AI Inspired by a Model of Consciousness Towards a Science of Scaling Agent Systems

Reference 11

Resolution
metadata mismatch
local_arxiv, observed 2026-05-11T15:31:11.564506Z

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.

source=pdf_text observed=2026-05-09T19:47:49.262632Z digest=sha256:7b685225107b776195d00b91bd4ba385c31cbb978168810f59c476789d4907ad

Observation 32347f69-b7f5-4b2b-a683-ef4b782d498d · inbound

Improving the Efficiency of Language Agent Teams with Adaptive Task Graphs cites this paper.

Improving the Efficiency of Language Agent Teams with Adaptive Task Graphs Towards a Science of Scaling Agent Systems

Reference 26

Resolution
verified exact
local_arxiv, observed 2026-05-11T21:56:21.992305Z

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.

source=pdf_text observed=2026-05-08T03:44:07.323690Z digest=sha256:f8f18952315ff2d8f83282295960a5c020ec5bba103b46ddeb5e8a375cdab311

Observation f091921a-968c-4347-8c32-e5cbf9a83194 · inbound

TeamBench: Evaluating Agent Coordination under Enforced Role Separation cites this paper.

TeamBench: Evaluating Agent Coordination under Enforced Role Separation Towards a Science of Scaling Agent Systems

Reference 6

Resolution
verified exact
local_arxiv, observed 2026-05-11T05:00:55.529836Z

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.

source=pdf_text observed=2026-05-11T00:55:51.358828Z digest=sha256:b33b66bb9f128cc3d339f880b2b00fb5b1728894a9b0f5916b11dddc01a052b7

Observation 893d388a-b0a1-435f-b5f0-38dd5acd2455 · inbound

When Independent Sampling Outperforms Agentic Reasoning cites this paper.

When Independent Sampling Outperforms Agentic Reasoning Towards a Science of Scaling Agent Systems

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-05-12T07:31:24.670374Z

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.

source=arxiv_source observed=2026-05-12T02:46:48.375901Z digest=sha256:3ffa38208f7727a2c182935176f7ab06dc4c0d3eff6c1965c0d01ea3c7b85fd2

Observation 43878bfc-2546-4e65-8d9f-f6ee2641c55f · inbound

Token Economics for LLM Agents: A Dual-View Study from Computing and Economics cites this paper.

Token Economics for LLM Agents: A Dual-View Study from Computing and Economics Towards a Science of Scaling Agent Systems

Reference 99

Resolution
metadata mismatch
local_arxiv, observed 2026-05-12T07:31:27.439274Z

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.

source=pdf_text observed=2026-05-12T02:34:34.546971Z digest=sha256:f78e55354df47f0e46fcdcd18b52bfe6e4c00b3196d23ccd6206dd0bf2b76967

Observation e5c98ee2-93b0-46f8-b883-58e799244f6e · inbound

TacoMAS: Test-Time Co-Evolution of Topology and Capability in LLM-based Multi-Agent Systems cites this paper.

TacoMAS: Test-Time Co-Evolution of Topology and Capability in LLM-based Multi-Agent Systems Towards a Science of Scaling Agent Systems

Reference 35

Resolution
metadata mismatch
local_arxiv, observed 2026-05-12T05:51:24.572348Z

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.

source=arxiv_source observed=2026-05-12T04:53:54.754878Z digest=sha256:4151f151c15bce38a2990725d9fa3859f50ab1dafa177ea4d0e499f152632ce7

Observation 8cd86349-524f-4bde-b1d0-62c2630dd209 · inbound

AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks cites this paper.

AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Towards a Science of Scaling Agent Systems

Reference 107

Resolution
verified exact
local_arxiv, observed 2026-05-12T05:31:25.833946Z

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.

source=arxiv_source observed=2026-05-12T05:10:02.941396Z digest=sha256:3971eddf912d37dcbef6615b33a216015e2f16c931fa7099d5a8fb921e009b5a

Observation 9453c582-fd15-4313-bdee-f31ef3394fa9 · 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 Towards a Science of Scaling Agent Systems

Reference 117

Resolution
metadata mismatch
local_arxiv, observed 2026-05-15T03:08:57.927205Z

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.

source=arxiv_source observed=2026-05-15T03:07:38.232966Z digest=sha256:c40c1932b816529c8f6916d97b63c6f0f544985e5b6af7ce44b6f909e1138380

Observation bb137766-767f-4a91-9992-06871531ff05 · 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 Towards a Science of Scaling Agent Systems

Reference 118

Resolution
metadata mismatch
local_arxiv, observed 2026-05-19T16:52:39.900190Z

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.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:9ac9c738b4e853ee539878008291af68884d44d2b3d847c359d428380ddb54a0

Observation 28b416d8-be8d-478b-9c19-faf235bca5ff · inbound

TeamTR: Trust-Region Fine-Tuning for Multi-Agent LLM Coordination cites this paper.

TeamTR: Trust-Region Fine-Tuning for Multi-Agent LLM Coordination Towards a Science of Scaling Agent Systems

Reference 1

Resolution
metadata mismatch
local_arxiv, observed 2026-05-19T18:02:42.077455Z

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.

source=arxiv_source observed=2026-05-19T18:01:06.649723Z digest=sha256:df77fba8d1500b819915f4ecae7b5c842807b30f8ad71a0721489b7b58dac972

Observation dbda9006-38f9-4f8f-bb64-4c6d3c586963 · inbound

Do Biological Structural Guarantees Earn Their Complexity? cites this paper.

Do Biological Structural Guarantees Earn Their Complexity? Towards a Science of Scaling Agent Systems

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-05-19T17:57:42.685459Z

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.

source=pdf_text observed=2026-05-19T17:53:25.245707Z digest=sha256:06244ece2c049205c6e2cc500a35223effe1596f4448566e36b8067b745d9f3a

Observation f9484902-dd28-485c-a274-d16aeb20cfaa · inbound

Context, Reasoning, and Hierarchy: A Cost-Performance Study of Compound LLM Agent Design in an Adversarial POMDP cites this paper.

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

Resolution
verified exact
local_arxiv, observed 2026-05-20T19:08:53.901082Z

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.

source=pdf_text observed=2026-05-20T19:04:19.519479Z digest=sha256:adbc647f4c7ffc81de278d66394bb02eb657c498c473c927a436f5c5ba4ebb76

Observation 61394fa2-62fa-4d3e-9e9a-93a1ec0f22a6 · inbound

AI for Auto-Research: Roadmap & User Guide cites this paper.

AI for Auto-Research: Roadmap & User Guide Towards a Science of Scaling Agent Systems

Reference 89

Resolution
verified exact
local_arxiv, observed 2026-05-20T10:33:12.877237Z

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.

source=pdf_text observed=2026-05-20T10:30:50.256635Z digest=sha256:96c174bdcc026442c0bd615b6bb085e383b2b3d42d9dc5ffc0e5e2d7e7d7f0df

Observation d52babc9-3ef6-441f-a3d0-f461d1a3fb11 · inbound

AI for Auto-Research: Roadmap & User Guide cites this paper.

AI for Auto-Research: Roadmap & User Guide Towards a Science of Scaling Agent Systems

Reference 89

Resolution
unresolved
no resolver link, observed 2026-08-02T13:43:36.883852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T13:43:36.883852Z digest=sha256:ae4924147624234eddd3787e376e2b20a739ed7f3d2f0dae51600d0862ff4598

Observation a45afde8-00ae-4c3e-abdb-45422c1213ef · inbound

Compiling Agentic Workflows into LLM Weights: Near-Frontier Quality at Two Orders of Magnitude Less Cost cites this paper.

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

Resolution
metadata mismatch
local_arxiv, observed 2026-05-22T06:31:10.384203Z

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.

source=arxiv_source observed=2026-05-22T06:26:31.841138Z digest=sha256:1fdee86622dc775f5245f42573e1f2cafc027b4d3cf281a06719c4ebb11409bd

Observation 58cf90e4-864e-4ae8-877d-06b528a4def8 · inbound

A Sober Look at Agentic Misalignment in Automated Workflows cites this paper.

A Sober Look at Agentic Misalignment in Automated Workflows Towards a Science of Scaling Agent Systems

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-06-30T15:54:49.438569Z

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.

source=pdf_text observed=2026-06-30T15:50:41.801396Z digest=sha256:eb599a610f5d2e18e37cf0bfb072f1fa381dfc021fb46cd5a44f2974bf51b12f

Observation a870d39f-bb0f-413b-ae3d-3a0f38438597 · inbound

Augment Engineering: A Methodology for Multi-Tool AI Orchestration Across Professional Domains cites this paper.

Augment Engineering: A Methodology for Multi-Tool AI Orchestration Across Professional Domains Towards a Science of Scaling Agent Systems

Reference 25

Resolution
verified exact
local_arxiv, observed 2026-06-30T14:34:45.616127Z

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.

source=pdf_text observed=2026-06-30T14:28:23.013420Z digest=sha256:353b092db9ac7b5b9c6780b14ece4b51c97b2ba51f3a02332571af12418f476f

Observation e52d161e-eccc-420a-a7d6-f8511de01deb · inbound

AgensFlow: A Coordination-Policy Substrate for Multi-Agent Systems cites this paper.

AgensFlow: A Coordination-Policy Substrate for Multi-Agent Systems Towards a Science of Scaling Agent Systems

Reference 5

Resolution
verified exact
local_arxiv, observed 2026-07-01T16:15:49.110958Z

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.

source=pdf_text observed=2026-07-01T16:08:56.103382Z digest=sha256:ec75fc19cd6e8f957bb880bcbec8f44a0179e8963bdfd319293cefcd689485ca

Observation 6d254569-fa34-4caf-b6a0-3e087ee646e4 · inbound

AutoScientists: Self-Organizing Agent Teams for Long-Running Scientific Experimentation cites this paper.

AutoScientists: Self-Organizing Agent Teams for Long-Running Scientific Experimentation Towards a Science of Scaling Agent Systems

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-06-29T12:43:25.695112Z

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.

source=pdf_text observed=2026-06-29T12:39:00.460842Z digest=sha256:74ccbbde5f1b10c88009bc8ec65665f095e9fbb89ead6c40dcaa94c07ef26aab

Observation 197682e6-3d68-4a34-ace6-cc8c62c9368f · inbound

The Ringelmann Effect in Multi-Agent LLM Systems: A Scaling Law for Effective Team Size cites this paper.

The Ringelmann Effect in Multi-Agent LLM Systems: A Scaling Law for Effective Team Size Towards a Science of Scaling Agent Systems

Reference 36

Resolution
metadata mismatch
local_arxiv, observed 2026-07-01T21:56:15.574013Z

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.

source=arxiv_source observed=2026-06-28T16:04:37.244398Z digest=sha256:f96f4d240beb67d340e020aad0a190630478f71cbff21c70522f0580b525acaf

Observation 750cf48a-06db-42a9-821f-24802b587cb3 · inbound

Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions cites this paper.

Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Towards a Science of Scaling Agent Systems

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-07-01T23:26:21.753822Z

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.

source=pdf_text observed=2026-06-28T14:26:50.444070Z digest=sha256:70145b44afa99ce475b48b24285ea147780c1b96e71499ef77c06aae8b73dae7

Observation eafea457-e9c7-4365-8341-d5f045121abe · inbound

Exploring the Topology and Memory of Consensus: How LLM Agents Agree, Fragment, or Settle When Forming Conventions cites this paper.

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

Resolution
verified exact
local_arxiv, observed 2026-07-02T06:06:41.512657Z

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.

source=pdf_text observed=2026-06-28T07:35:13.704622Z digest=sha256:76236374479c534bdcd4974f65dc5eb7aca964f45b2c732382b5175c7b15249d

Observation 80e6f84c-8e33-419f-81f0-56490c8cf1db · inbound

Channel Fracture: Three Instances of Cross-Boundary Silent Delivery Reliability Failures in Multi-Agent Systems cites this paper.

Channel Fracture: Three Instances of Cross-Boundary Silent Delivery Reliability Failures in Multi-Agent Systems Towards a Science of Scaling Agent Systems

Reference 14

Resolution
metadata mismatch
local_arxiv, observed 2026-07-02T11:26:54.309940Z

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.

source=pdf_text observed=2026-06-28T03:59:15.916005Z digest=sha256:96bafe69e4ddb9ece273a84a6eba731dd69b0c9f6f700b2fd16bb9fdf6f20fe9

Observation 3ed20569-c7cd-4f7f-ab02-7b74a9609584 · inbound

Divide and Cooperate: Role-Decomposed Multi-Agent LLM Training with Cross-Agent Learning Signals cites this paper.

Divide and Cooperate: Role-Decomposed Multi-Agent LLM Training with Cross-Agent Learning Signals Towards a Science of Scaling Agent Systems

Reference 5

Resolution
metadata mismatch
local_arxiv, observed 2026-07-03T03:57:38.310592Z

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.

source=pdf_text observed=2026-06-27T14:23:06.932530Z digest=sha256:0e1577d1aa3278dd94af9888dd955476b5aa1396243e50343550d84e6cd146d4

Observation 04599a81-2b55-4184-9b5c-3dc6996a9e1c · inbound

The Illusion of Multi-Agent Advantage cites this paper.

The Illusion of Multi-Agent Advantage Towards a Science of Scaling Agent Systems

Reference 20

Resolution
metadata mismatch
local_arxiv, observed 2026-07-03T14:58:33.615112Z

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.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:38d37ceaec120ce59106c25ab91546f3702288ae7597cd18c2184597033b4efb

Observation 6915be06-f6eb-4e23-a668-2178512a6d17 · inbound

Scaling Enterprise Agent Routing: Degradation, Diagnosis, and Recovery cites this paper.

Scaling Enterprise Agent Routing: Degradation, Diagnosis, and Recovery Towards a Science of Scaling Agent Systems

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-07-03T20:28:55.467079Z

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.

source=arxiv_source observed=2026-06-27T01:21:05.583428Z digest=sha256:3ba663dd513a7a179987eb1bb893a4e3e5371d50d4f0de59edc36c19adb921c5

Observation 12a44e10-da3e-4fc2-bc7f-1b707771ac4f · inbound

AONA: A Comprehensive Architecture and Workflow Design for Global Agentic Collaboration cites this paper.

AONA: A Comprehensive Architecture and Workflow Design for Global Agentic Collaboration Towards a Science of Scaling Agent Systems

Reference 10

Resolution
metadata mismatch
local_arxiv, observed 2026-07-01T08:05:31.307412Z

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.

source=pdf_text observed=2026-07-01T07:56:32.274841Z digest=sha256:d4fedacda3d1e12602e6fdea7d897b9b5416ffb183ec38e85ff2d27a4e153b33

Observation d72a8737-cd0d-4da7-8944-58ceaff727ff · inbound

MAS-PromptBench: When Does Prompt Optimization Improve Multi-Agent LLM Systems? cites this paper.

MAS-PromptBench: When Does Prompt Optimization Improve Multi-Agent LLM Systems? Towards a Science of Scaling Agent Systems

Reference 47

Resolution
metadata mismatch
local_arxiv, observed 2026-07-04T09:59:45.587409Z

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.

source=arxiv_source observed=2026-06-26T09:15:50.722199Z digest=sha256:e0e8b0147ad7789bc0b0eb43543e606bccb2ee4a6713f33b584682317fab76d0

Observation 0454af4b-1701-4377-99bb-2a18e4a9743b · inbound

Buildrix: An Open Platform for Sharing and Benchmarking Agentic AI Skills in Building Engineering cites this paper.

Buildrix: An Open Platform for Sharing and Benchmarking Agentic AI Skills in Building Engineering Towards a Science of Scaling Agent Systems

Reference 24

Resolution
verified exact
local_arxiv, observed 2026-07-04T19:10:05.099047Z

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.

source=pdf_text observed=2026-06-25T21:42:15.994723Z digest=sha256:68549149e1641c05077639665d25d3fc31051c5023fb9d596ec867916742aada

Observation 3efc3c53-1f6e-418f-acba-4ba2d3146545 · inbound

Rethinking Scientific Discovery in the Agentic Era cites this paper.

Rethinking Scientific Discovery in the Agentic Era Towards a Science of Scaling Agent Systems

Reference 10

Resolution
unresolved
no resolver link, observed 2026-07-11T23:26:06.516204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T23:26:06.516204Z digest=sha256:9b88398a03fe9b13e20a560d3e51a012a99edfed39d040ff1e02ef38d9b13aa1

Observation d80ccc5b-50b1-46fd-8abf-b8a27e8de7ca · inbound

Biological Motifs for Agentic Control cites this paper.

Biological Motifs for Agentic Control Towards a Science of Scaling Agent Systems

Reference 24

Resolution
unresolved
no resolver link, observed 2026-07-11T20:43:51.420334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T20:43:51.420334Z digest=sha256:5fb53ad6aa4f8fbff72e0070cf8a6b3b914a8180ae810a120455662dcc5c22b5

Observation ecd0ede5-3900-4be5-b7de-4387dde9092c · inbound

Better Harnesses, Smaller Models: Building 90% Cheaper Agents via Automated Harness Adaptation cites this paper.

Better Harnesses, Smaller Models: Building 90% Cheaper Agents via Automated Harness Adaptation Towards a Science of Scaling Agent Systems

Reference 42

Resolution
unresolved
no resolver link, observed 2026-07-13T05:40:26.231504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T05:40:26.231504Z digest=sha256:d67dd0ebf867d253e0ec180d5ff3d5342310d14f1b87288da54770077d3c4bae

Observation 12ac9f72-ed6c-4064-8ceb-011ee060f80f · 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 Towards a Science of Scaling Agent Systems

Reference 117

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:d72811cf8938347ace34c799a594e215e21ea892abee7a2f58559c5278373292

Observation aabdee1f-1d04-43fe-b11a-61957d61f5fd · inbound

Precise but Uncoupled: Reviewer Precision Does Not Guarantee Critique Uptake in Multi-Agent Math Reasoning cites this paper.

Precise but Uncoupled: Reviewer Precision Does Not Guarantee Critique Uptake in Multi-Agent Math Reasoning Towards a Science of Scaling Agent Systems

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-01T23:34:06.985088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T23:34:06.985088Z digest=sha256:677fb2b4b590579399c4a95491b5823904695fe31c8d01b96f96449b2f25959f

Observation 32001f7e-ced6-4c23-b151-d10714027b32 · inbound

When Do Multi-Agent Systems Help? An Information Bottleneck Perspective cites this paper.

When Do Multi-Agent Systems Help? An Information Bottleneck Perspective Towards a Science of Scaling Agent Systems

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-01T21:18:05.864278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T21:18:05.864278Z digest=sha256:5d7e10e2634c59fbc277918bcc8b10b864b19beec8fa4cc76ad64342fa0adfee

Observation 78a42612-6686-47da-99d3-59e79bf6a2f8 · inbound

Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration cites this paper.

Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration Towards a Science of Scaling Agent Systems

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-01T17:46:57.895085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T17:46:57.895085Z digest=sha256:51910a602bad55d4f467ce936d913ec113977f9c5fdb3572ff0b4127ad53ce7c

Observation 6719fbe1-9104-48bb-a10c-5f3967e5a810 · inbound

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures cites this paper.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Towards a Science of Scaling Agent Systems

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:08.925884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:08.925884Z digest=sha256:c224dbdf35fb6709ad8b85966e9a96cd43b4be6dd7af8c18eee2396a2fb2f302

Observation 5addb142-3573-46d6-bb08-adf225dfd481 · inbound

A Vocabulary for Multi-Agent Automated Research Systems cites this paper.

A Vocabulary for Multi-Agent Automated Research Systems Towards a Science of Scaling Agent Systems

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-02T07:06:10.164002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:06:10.164002Z digest=sha256:83a7f74fc0e2b22e4bd35164e85617e53305a63a4bb7775ad7a0c08eaa48237a

Observation 0437572f-c2ef-4e69-b60f-c214c1475ac0 · inbound

State-dependent error correlations shape voting thresholds in committees of AI agents cites this paper.

State-dependent error correlations shape voting thresholds in committees of AI agents Towards a Science of Scaling Agent Systems

Reference 23

Resolution
unresolved
no resolver link, observed 2026-07-31T23:35:38.979656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T23:35:38.979656Z digest=sha256:5b676ded4d621941783c18bc5d1c41682148c8235b65fc89d1e53b2375d6df91

Observation 0e08e4b3-f10e-4349-a74b-7d6d2bfa8c03 · inbound

A corrective agentic hybrid RAG and an operations-grounded evaluation for a scientific facility cites this paper.

A corrective agentic hybrid RAG and an operations-grounded evaluation for a scientific facility Towards a Science of Scaling Agent Systems

Reference 45

Resolution
unresolved
no resolver link, observed 2026-07-31T08:38:01.218010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-31T08:38:01.218010Z digest=sha256:955d701a56ead1c1b08acd547cdad3d2db19b91026c7399729704df9cc788104

Observation f62f50b1-21da-46f3-8c4b-7751db1fa989 · inbound

Before Agents Speak: Pre-hoc Failure Risk Inference in Multi-Agent Systems cites this paper.

Before Agents Speak: Pre-hoc Failure Risk Inference in Multi-Agent Systems Towards a Science of Scaling Agent Systems

Reference 76

Resolution
unresolved
no resolver link, observed 2026-07-30T19:40:13.437664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-30T19:40:13.437664Z digest=sha256:8e8aaefd92c2a238fccab5545d6f8e90c67aca1646604f1a01e4ba25a30d320d

Observation 99ebbe67-6152-4556-8548-a62d4c369105 · inbound

AgentRadio: Passive Awareness for Long-Horizon Multi-Agent Collaboration cites this paper.

AgentRadio: Passive Awareness for Long-Horizon Multi-Agent Collaboration Towards a Science of Scaling Agent Systems

Reference 2026

Resolution
unresolved
no resolver link, observed 2026-07-31T07:38:10.252870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T07:38:10.252870Z digest=sha256:ccfa6bdf6c173c015323b1601e5ffb3fdcf3ceb2fc3b9f57eeb92817d6e95a17

Observation 9927445c-0df4-4769-aa2c-a9a63570c9b4 · inbound

KC-Agent: A Dual-Process Cognitive Architecture for Efficient ML Model Improvement cites this paper.

KC-Agent: A Dual-Process Cognitive Architecture for Efficient ML Model Improvement Towards a Science of Scaling Agent Systems

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-04T08:52:39.613818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:52:39.613818Z digest=sha256:675ca909a254efb7b8be6468bd21a5fb2d3adadd3310257fb78111eeddfdb5d2