Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T05:53:01.372087Z
Paper Citation Record · LEDGER
As of 14 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 2 inbound Pith citation observations for arXiv:2412.17061.
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 2026-08-11T05:53:01.372087Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T15:17:53.732435Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-07T05:07:40.766129Z
51 of 51 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 6d79bcbe-a84d-43f2-8989-5b1fe1ef372c · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Unresolved cited work
Reference 1
Source-reported events for the cited work
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Observation e18261ac-3f13-49a7-9d98-af0719aaea4f · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Unresolved cited work
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d341c9a4-f131-455e-948d-ea125ba96dfa · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Smaller, Weaker, Yet Better: Training LLM Reasoners via Compute-Optimal Sampling
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1acafc10-c12b-4ab3-9562-c18ef53710f0 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Large Language Monkeys: Scaling Inference Compute with Repeated Sampling
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb437937-1a2a-4f8e-bacb-10843fa39a59 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Lucas, Peter I
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2fd4b479-e584-4329-ae7d-0c371d03a59d · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Scaling Synthetic Data Creation with 1,000,000,000 Personas
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation efd9f185-ba02-47b4-8453-d2bff6a42040 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Unresolved cited work
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23a7728f-fef7-457c-bef6-fef0a4c21d96 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Unresolved cited work
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 13b0bb9a-0228-4b80-9fc8-c9c7024a7aab · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Unresolved cited work
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 3f00391f-d2d5-4584-af41-66db889b27dd · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation c846ec06-7993-4155-9d84-dd9b8da0f945 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Tenenbaum, and Igor Mordatch
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0478bc54-0f3e-4510-93a5-8923ab76fee6 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration The Llama 3 Herd of Models
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d257c9f7-a878-4c21-a51a-78b41ac53ae6 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Beyond Model Collapse: Scaling Up with Synthesized Data Requires Verification
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 310a15e6-70fe-415e-b541-24636bb92490 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Donoho, and Sanmi Koyejo
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 84ff5a0b-26a7-4c8a-9a94-6312db62b4c2 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Reinforced Self-Training (ReST) for Language Modeling
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ca6244d-47f8-4882-9faa-daef283588a9 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Unresolved cited work
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1bbab484-66c3-46ec-abb1-94508853e7e1 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Unresolved cited work
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b6502860-c5ad-4015-a68a-040af6bbeaaf · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Training Compute-Optimal Large Language Models
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2cbfb98e-0ed8-4419-8fd0-e4a48994dfc8 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Mistral 7B
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 95ea2f9b-3d92-497c-bf3a-bcef21d9fcf1 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Unresolved cited work
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05c54a2a-f180-435f-add8-d888f40b8055 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Unresolved cited work
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 94ebcfe0-288d-4fe1-9dea-55a0246b89a2 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Scaling Laws for Neural Language Models
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation da430ee3-cdc5-4a63-a152-5463225c7e96 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration RewardBench: Evaluating Reward Models for Language Modeling
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03be8058-e6bc-4961-ad5b-d983b06289e0 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Unresolved cited work
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 39a467e1-8691-4f92-8a55-faf22622d597 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration From Crowdsourced Data to High-Quality Benchmarks: Arena-Hard and BenchBuilder Pipeline
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04c31fff-33d1-492f-ac16-272941dae174 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Unresolved cited work
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 148a8333-ee24-4848-bdf8-c75f700495dc · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Unresolved cited work
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 68a8d08d-15e3-44a7-8b82-30f81d1485ea · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Unresolved cited work
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d4026e4e-c776-4cf1-85d3-6f4f12a49b3a · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Liu, and Jialu Liu
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 617c2467-29b1-4e2e-bc58-9e7d66b19c50 · outbound
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 508c7d96-0f41-46db-b76b-b2a50a6d357f · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Unresolved cited work
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a723306-1b30-4c7f-974d-17348997ff7b · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Unresolved cited work
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1395c49a-5a41-4d11-bc37-eb62a3e543cd · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration SimPO: Simple Preference Optimization with a Reference-Free Reward
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88591fed-6103-4923-a175-83861ffb1c9f · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Manning, Stefano Ermon, and Chelsea Finn
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d9cb5fbb-7f7f-42e3-89bc-6d3e52359ad9 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Treviso, Nuno Miguel Guerreiro, Chrysoula Zerva, Ana C
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 32d2c49e-d409-44a7-8394-d31acb167e55 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e2ed132b-b9d1-4921-995d-e51d97b9eb69 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c148f46-2b1a-48c1-8405-b68c84f23e6a · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Unresolved cited work
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b6ce0b4c-4577-460b-8e0b-043a57861c24 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Unresolved cited work
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ae0b20cb-0552-4ff0-bb67-205e121b07a2 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Mixture-of-Agents Enhances Large Language Model Capabilities
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 855eab0a-7fe6-476d-8366-6ed748ae9620 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e22e6257-821a-471c-adad-94d5e433121f · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Unresolved cited work
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f7e8a9f-52cf-44b1-b270-bf3ce3e50291 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Unresolved cited work
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f26f6031-6151-4f5f-83fb-1dc7be544e0d · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Unresolved cited work
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 8cbb8599-0c67-4a8b-9d9d-0d95fcbe19c5 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4090b54d-4754-4b50-b2f2-30606a0144fc · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Qwen2 Technical Report
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 501b3f7a-ba27-442f-91df-8605d023b894 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 089a776b-df17-4cd5-bfa3-940304a559e2 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Unresolved cited work
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 713939e7-c264-44f9-b588-f9a6e567304c · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration Yi: Open Foundation Models by 01.AI
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 082c75d5-7f80-4c75-add1-fae9d946d2b2 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration URL: " 'urlintro :=
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce94a2b3-f990-4b03-8c5d-d4dfe28e7493 · outbound
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration write newline
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f65a6c4-9afb-4015-bc5e-e9ee4d45d6ba · inbound
ThinkLess: A Training-Free Inference-Efficient Method for Reducing Reasoning Redundancy Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 16a1f6d0-504b-4935-a542-908b4ef904e5 · inbound
A Theory of Inference Compute Scaling: Reasoning through Directed Stochastic Skill Search Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration
Reference 193
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.