Paper Citation Record · LEDGER

Two Heads are Better Than One: Test-time Scaling of Multi-agent Collaborative Reasoning

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2504.09772.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2504.09772 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:02:54.043114Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-23T04:37:31.850569Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation c9075e50-4521-4b87-a5b3-b9b9d2458639 · inbound

RankFlow: A Multi-Role Collaborative Reranking Workflow Utilizing Large Language Models cites this paper.

RankFlow: A Multi-Role Collaborative Reranking Workflow Utilizing Large Language Models Two Heads are Better Than One: Test-time Scaling of Multi-agent Collaborative Reasoning

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-23T04:37:31.853524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e0e30d26-ca0d-46fe-9392-3190ab0fa939 · inbound

CoNav: Collaborative Cross-Modal Reasoning for Embodied Navigation cites this paper.

CoNav: Collaborative Cross-Modal Reasoning for Embodied Navigation Two Heads are Better Than One: Test-time Scaling of Multi-agent Collaborative Reasoning

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:54.043114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ab8ac84-7bba-4df7-8e4a-ae82a14b3ece · inbound

Scaling over Scaling: Exploring Test-Time Scaling Plateau in Large Reasoning Models cites this paper.

Scaling over Scaling: Exploring Test-Time Scaling Plateau in Large Reasoning Models Two Heads are Better Than One: Test-time Scaling of Multi-agent Collaborative Reasoning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T13:58:35.480348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a9a2226-7aba-4f42-a4ed-6afbdb4d2f1e · inbound

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning cites this paper.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Two Heads are Better Than One: Test-time Scaling of Multi-agent Collaborative Reasoning

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T10:42:39.955681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6edf9d5-0add-4948-a43a-f90e48258d2c · inbound

A Theory of Inference Compute Scaling: Reasoning through Directed Stochastic Skill Search cites this paper.

A Theory of Inference Compute Scaling: Reasoning through Directed Stochastic Skill Search Two Heads are Better Than One: Test-time Scaling of Multi-agent Collaborative Reasoning

Reference 194

Resolution: unresolved; no resolver link, observed 2026-08-07T05:07:40.305357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f49e5ddd-dd47-4ff4-bbfa-4f50ecc3c14d · inbound

How to Train a Leader: Hierarchical Reasoning in Multi-Agent LLMs cites this paper.

How to Train a Leader: Hierarchical Reasoning in Multi-Agent LLMs Two Heads are Better Than One: Test-time Scaling of Multi-agent Collaborative Reasoning

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:58.703046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3631695-cb5f-4632-a9e7-81a6ba9b9952 · inbound

DIANOIA: Diagnostic Decomposition and Joint Optimization for Multi-Agent Reasoning cites this paper.

DIANOIA: Diagnostic Decomposition and Joint Optimization for Multi-Agent Reasoning Two Heads are Better Than One: Test-time Scaling of Multi-agent Collaborative Reasoning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T03:22:16.261083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b643d058-c196-4ab9-8cf6-775d461e7f7e · inbound

EMO-R3: Reflective Reinforcement Learning for Emotional Reasoning in Multimodal Large Language Models cites this paper.

EMO-R3: Reflective Reinforcement Learning for Emotional Reasoning in Multimodal Large Language Models Two Heads are Better Than One: Test-time Scaling of Multi-agent Collaborative Reasoning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T20:14:04.018075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.