Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-30T15:56:07.241634Z
Paper Citation Record · LEDGER
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test
As of 22 August 2026, this Paper Citation Record lists 80 of 80 outbound references and 3 inbound Pith citation observations for arXiv:2605.23491.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-08T19:35:27.766215Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-09T03:45:55.544119Z
Reference resolution
80 of 80 outbound references displayed
- verified exact0
- verified fuzzy61
- unresolved17
- parse uncertain1
- malformed identifier1
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 4a62fc84-0517-4cff-8197-ab3e37563633 · outbound
This paper cites an unresolved cited work.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-07-08T15:25:03.807085Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 73eb584c-6363-43ff-bc94-c73e14d5a039 · outbound
This paper cites Pütz, and Thomas Bartz-Beielstein.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Pütz, and Thomas Bartz-Beielstein
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.834899Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 69fcdb4c-7ddf-4bd4-9296-fd6f869e686d · outbound
This paper cites Le, Christopher Ré, and Azalia Mirhoseini.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Le, Christopher Ré, and Azalia Mirhoseini
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.952766Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation bcf8a53e-4561-46e1-b063-80b111105a6b · outbound
This paper cites Codet: Code generation with generated tests.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Codet: Code generation with generated tests
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.894269Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 05a3f9d3-bd5f-4afb-8d99-dabc6784a892 · outbound
This paper cites Revisit self-debugging with self-generated tests for code generation.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Revisit self-debugging with self-generated tests for code generation
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.810519Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f911b450-9c73-4786-bba9-f81a77f7aa43 · outbound
This paper cites an unresolved cited work.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-07-08T15:25:03.822800Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 81cf49d0-36c9-42b1-af65-7be6642d29bd · outbound
This paper cites Reasoning with language model is planning with world model.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Reasoning with language model is planning with world model
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.847811Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 89de8f43-de25-40a0-9600-945500493c73 · outbound
This paper cites Repair-r1: Better test before repair.arXiv.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Repair-r1: Better test before repair.arXiv
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.853222Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ff3b8ed6-9301-450b-874a-a5299450cd83 · outbound
This paper cites Enhancing large language models in coding through multi- perspective self-consistency.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Enhancing large language models in coding through multi- perspective self-consistency
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.946167Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 9fd128c8-4713-4fef-bee9-b1427527eaf1 · outbound
This paper cites Qwen2.5-coder technical report.arXiv.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Qwen2.5-coder technical report.arXiv
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.809408Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 95935007-c8d9-499e-ba71-4b68ef77a46d · outbound
This paper cites Multi-turn code generation through single-step rewards.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Multi-turn code generation through single-step rewards
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.885614Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 78eb9193-ca66-4ce9-98c9-e9c825c96198 · outbound
This paper cites Livecodebench: Holistic and contamination free evaluation of large language models for code.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Livecodebench: Holistic and contamination free evaluation of large language models for code
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.815004Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation fbaad5da-e96b-4a81-90c3-eac0c377c5eb · outbound
This paper cites Reasoning with sampling: Your base model is smarter than you think.arXiv.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Reasoning with sampling: Your base model is smarter than you think.arXiv
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.824668Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation fc648eb2-4a8e-4249-8527-784c550094d1 · outbound
This paper cites Efficient memory management for large language model serving with pagedattention.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Efficient memory management for large language model serving with pagedattention
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.857216Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6ea1dd86-8323-4bf4-8b6b-69473b0c829a · outbound
This paper cites Learning to generate unit test via adversarial reinforcement learning.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Learning to generate unit test via adversarial reinforcement learning
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.808294Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ef183fc7-2bb2-4595-b0ad-d81eff46edfe · outbound
This paper cites Gonzalez, and Ion Stoica.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Gonzalez, and Ion Stoica
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.901010Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7bf240d3-a496-4724-81af-ba2f618d3d88 · outbound
This paper cites Codetree: Agent-guided tree search for code generation with large language models.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Codetree: Agent-guided tree search for code generation with large language models
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.934777Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f675de6c-78cd-400a-aa1a-87e048234fac · outbound
This paper cites Competition-level code generation with alphacode.Science.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Competition-level code generation with alphacode.Science
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.939734Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 116b7e35-a9a9-49b3-bb26-3c9563fc84e1 · outbound
This paper cites SFS: Smarter code space search improves LLM inference scaling.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test SFS: Smarter code space search improves LLM inference scaling
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.891982Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 9b7265c0-cb68-4b46-9f66-fd148a58ee1a · outbound
This paper cites Let’s verify step by step.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Let’s verify step by step
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.927738Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 93dcbcc6-f53a-4add-bb0f-b13720cc5ab8 · outbound
This paper cites Is your code generated by chatGPT really correct? rigorous evaluation of large language models for code generation.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Is your code generated by chatGPT really correct? rigorous evaluation of large language models for code generation
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.930186Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 97810203-9b11-4187-a418-73844a8cdae4 · outbound
This paper cites Code-r1: Reproducing r1 for code with reliable rewards.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Code-r1: Reproducing r1 for code with reliable rewards
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.932365Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 68545273-6b21-446a-84c5-3ae623db7a66 · outbound
This paper cites Inference-time scaling for generalist reward modeling.arXiv.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Inference-time scaling for generalist reward modeling.arXiv
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.937217Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3de9fd46-c2b6-47bb-a04c-69fb7e617d2f · outbound
This paper cites Dynamic scaling of unit tests for code reward modeling.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Dynamic scaling of unit tests for code reward modeling
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.948258Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 4877e586-d043-4906-8eda-c0947cd43617 · outbound
This paper cites Codeforces.Hugging Face repository.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Codeforces.Hugging Face repository
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.908777Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 1bdf2852-d867-4e04-b28f-5ceb0d9b2237 · outbound
This paper cites Learning to generate unit tests for automated debugging.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Learning to generate unit tests for automated debugging
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.920849Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e3f68a19-b035-4513-92a8-0242480694e3 · outbound
This paper cites Seed-coder: Let the code model curate data for itself.arXiv.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Seed-coder: Let the code model curate data for itself.arXiv
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.861825Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c8ee8352-f092-4fa1-a63a-749a7197f405 · outbound
This paper cites Reflexion: Language agents with verbal reinforcement learning.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Reflexion: Language agents with verbal reinforcement learning
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.916282Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ee8ab36b-2541-489c-a901-b5c1b25fbeb9 · outbound
This paper cites Mastering the game of go with deep neural networks and tree search.Nature.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Mastering the game of go with deep neural networks and tree search.Nature
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.956870Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e11bda08-67f5-4d0e-8097-dfaf1ac80d83 · outbound
This paper cites Mastering chess and shogi by self-play with a general reinforcement learning algorithm.arXiv.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Mastering chess and shogi by self-play with a general reinforcement learning algorithm.arXiv
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.913295Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e10d2db3-7ed5-46b0-9436-f667f97e18f1 · outbound
This paper cites Effective large language model debugging with best-first tree search.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Effective large language model debugging with best-first tree search
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.882668Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3ab9c06d-ed79-410b-ba0e-e272e07ee5bf · outbound
This paper cites Code repair with LLMs gives an exploration-exploitation tradeoff.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Code repair with LLMs gives an exploration-exploitation tradeoff
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.873231Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation aee24ca1-68f4-45d6-b1a0-f15b35ad7e79 · outbound
This paper cites an unresolved cited work.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-07-08T15:25:03.894070Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 9b089a3e-88ab-4433-9e66-8b2c390437d3 · outbound
This paper cites Hendryx, Summer Yue, and Hugh Zhang.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Hendryx, Summer Yue, and Hugh Zhang
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.887652Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 5f563c4d-3a54-4207-9680-ead9f867a9a1 · outbound
This paper cites CURE: Co-evolving coders and unit testers via reinforcement learning.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test CURE: Co-evolving coders and unit testers via reinforcement learning
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.796183Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f883a2b6-c917-49b7-8a2d-b90decd75bfd · outbound
This paper cites Chain-of-thought prompting elicits reasoning in large language models.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Chain-of-thought prompting elicits reasoning in large language models
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.855697Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 402b755b-94c6-4056-87a6-f2fab9409b54 · outbound
This paper cites Livebench: A challenging, contamination-limited llm benchmark.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Livebench: A challenging, contamination-limited llm benchmark
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.838330Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 51d64c5d-6c55-451e-9acc-ed8a685cc6b4 · outbound
This paper cites Teaching language models to critique via reinforcement learning.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Teaching language models to critique via reinforcement learning
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.906292Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation d4040315-f410-411e-9039-860069bd1dfe · outbound
This paper cites Griffiths, Yuan Cao, and Karthik R Narasimhan.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Griffiths, Yuan Cao, and Karthik R Narasimhan
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.785165Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 687a2ffb-d25d-4814-8b18-4118187df9e2 · outbound
This paper cites an unresolved cited work.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Unresolved cited work
Reference 40
- Resolution
- unresolved
- raw_fallback, observed 2026-07-08T15:25:03.878001Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 5380143b-225e-4a5d-9ac6-0773bbfe3b47 · outbound
This paper cites Reasoning through execution: Unifying process and outcome rewards for code generation.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Reasoning through execution: Unifying process and outcome rewards for code generation
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.903795Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3ea71a44-078c-4485-98ac-5311284fbb80 · outbound
This paper cites Does reinforcement learning really incentivize reasoning capacity in LLMs beyond the base model? InNeurIPS.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Does reinforcement learning really incentivize reasoning capacity in LLMs beyond the base model? InNeurIPS
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.820184Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation eec8c095-31ee-4b16-89a1-541225ff04bd · outbound
This paper cites ACECODER: Acing coder RL via automated test-case synthesis.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test ACECODER: Acing coder RL via automated test-case synthesis
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.887482Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation df7f8a14-d00f-42c2-9824-5c07ed19e08e · outbound
This paper cites Focused-DPO: Enhancing code generation through focused preference optimization on error-prone points.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Focused-DPO: Enhancing code generation through focused preference optimization on error-prone points
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.898907Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation b15b45f8-3c30-4aba-99a1-1b54580d7562 · outbound
This paper cites Thinking before running! efficient code generation with thorough exploration and optimal refinement.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Thinking before running! efficient code generation with thorough exploration and optimal refinement
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.925533Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation cc17c42b-a462-4662-879c-1fec98b363f8 · outbound
This paper cites o1-coder: an o1 replication for coding.arXiv.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test o1-coder: an o1 replication for coding.arXiv
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.923308Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 26199114-b516-4f85-9d84-4c353f377444 · outbound
This paper cites Absolute zero: Reinforced self-play reasoning with zero data.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Absolute zero: Reinforced self-play reasoning with zero data
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.950830Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e9b34651-bb4d-432f-9e42-b4a125f43578 · outbound
This paper cites Kakade, Cengiz Pehlevan, Samy Jelassi, and Eran Malach.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Kakade, Cengiz Pehlevan, Samy Jelassi, and Eran Malach
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.875924Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e2547355-2fe4-4f26-9468-1716b2d9dc49 · outbound
This paper cites Debug like a human: A large language model debugger via verifying runtime execution step by step.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Debug like a human: A large language model debugger via verifying runtime execution step by step
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.782825Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c5594c53-291b-4aa3-b10e-1502944a77a2 · outbound
This paper cites Both the posterior odds ratio and the posterior probability of correctness are strictly increasing ins.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Both the posterior odds ratio and the posterior probability of correctness are strictly increasing ins
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.776941Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 32be2b3c-cea4-4ec0-a9de-a82d565bc53c · outbound
This paper cites The support count changes neither the posterior odds ratio nor the posterior probability of correctness.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test The support count changes neither the posterior odds ratio nor the posterior probability of correctness
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.858501Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 568bcd38-b8ec-4a99-afb8-6c4f72aec81d · outbound
This paper cites Both the posterior odds ratio and the posterior probability of correctness are strictly decreasing ins.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Both the posterior odds ratio and the posterior probability of correctness are strictly decreasing ins
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.825214Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 8bd23afd-7f84-424c-9172-134017e7ce30 · outbound
This paper cites Hence, when η > η ⋆, D(η)>0 , and the posterior probability of correctness converges exponentially fast to1.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Hence, when η > η ⋆, D(η)>0 , and the posterior probability of correctness converges exponentially fast to1
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.863258Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7060b993-c3f4-453f-8121-f00abfadddaf · outbound
This paper cites Hence, when η < η ⋆, the posterior probability of correctness converges exponentially fast to1, and whenη > η ⋆, it converges exponentially fast to0.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Hence, when η < η ⋆, the posterior probability of correctness converges exponentially fast to1, and whenη > η ⋆, it converges exponentially fast to0
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.787882Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 049ab44c-42de-4a05-9f18-2a945bb67f7c · outbound
This paper cites Left") elifleft_sum == right_sum: print(.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Left") elifleft_sum == right_sum: print(
Reference 55
- Resolution
- malformed identifier
- raw_fallback, observed 2026-07-08T15:25:03.896977Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 9ff5afc0-4a29-4ca7-922c-9633d9d3dfc3 · outbound
This paper cites an unresolved cited work.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Unresolved cited work
Reference 56
- Resolution
- unresolved
- raw_fallback, observed 2026-07-08T15:25:03.829099Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 4424fe90-6e40-4378-afad-76cd1c0e3f55 · outbound
This paper cites 3.amonkeys (4 monkeys) want to sitinrow 1.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test 3.amonkeys (4 monkeys) want to sitinrow 1
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.756243Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f533715f-3319-4a4a-aa52-d7c6c2f19335 · outbound
This paper cites an unresolved cited work.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Unresolved cited work
Reference 58
- Resolution
- unresolved
- raw_fallback, observed 2026-07-08T15:25:03.814703Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation cb9b82c4-7022-48c2-838e-ac84acebed80 · outbound
This paper cites an unresolved cited work.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Unresolved cited work
Reference 59
- Resolution
- unresolved
- raw_fallback, observed 2026-07-08T15:25:03.918394Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 856423aa-98d1-48f3-9b3e-00bd754973c2 · outbound
This paper cites an unresolved cited work.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Unresolved cited work
Reference 60
- Resolution
- unresolved
- raw_fallback, observed 2026-07-08T15:25:03.780081Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 1c867bb6-a713-4b37-9cb3-0abecb9dfc7c · outbound
This paper cites •After seating 6 monkeysinrow 1, we have11−6 = 5monkeys left.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test •After seating 6 monkeysinrow 1, we have11−6 = 5monkeys left
Reference 61
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.896540Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 331f3319-e21d-4ffd-9020-ebe8fd036224 · outbound
This paper cites Fixed Code from CoSPlay-14B Analysis: The errorisa logical error (wrong answer),asthe code runs but produces the wrong output.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Fixed Code from CoSPlay-14B Analysis: The errorisa logical error (wrong answer),asthe code runs but produces the wrong output
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.941888Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e729e631-3dab-40d1-b0d7-47a40611e225 · outbound
This paper cites an unresolved cited work.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Unresolved cited work
Reference 63
- Resolution
- unresolved
- raw_fallback, observed 2026-07-08T15:25:03.841266Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation d9ca0008-9742-4242-93c6-53743337daf1 · outbound
This paper cites an unresolved cited work.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Unresolved cited work
Reference 64
- Resolution
- unresolved
- raw_fallback, observed 2026-07-08T15:25:03.880490Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e26f298d-2e1f-4e0f-a541-b115b71e9d9d · outbound
This paper cites an unresolved cited work.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Unresolved cited work
Reference 65
- Resolution
- unresolved
- raw_fallback, observed 2026-07-08T15:25:03.943904Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 57a9baa2-dff2-4ce4-9ff9-4f4bf8bf0c21 · outbound
This paper cites Left")elif left_sum == right_sum: print(.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Left")elif left_sum == right_sum: print(
Reference 66
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.853485Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 87faf1e2-070a-45a6-aaff-4277f5192885 · outbound
This paper cites an unresolved cited work.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Unresolved cited work
Reference 67
- Resolution
- parse uncertain
- raw_fallback, observed 2026-07-08T15:25:03.804906Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 708c3a35-9671-46f3-afcf-2002a1e4f707 · outbound
This paper cites Just output the numbered observations, nothingelse.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Just output the numbered observations, nothingelse
Reference 68
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.844608Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 27847bd0-bd98-4948-8140-48fcf0441f21 · outbound
This paper cites an unresolved cited work.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Unresolved cited work
Reference 69
- Resolution
- unresolved
- raw_fallback, observed 2026-07-08T15:25:03.899204Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 43557a5d-3c58-419e-bb29-f03a97f716a7 · outbound
This paper cites an unresolved cited work.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Unresolved cited work
Reference 70
- Resolution
- unresolved
- raw_fallback, observed 2026-07-08T15:25:03.868781Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 8560785d-36af-4841-b823-69d361603d8c · outbound
This paper cites Just output the numbered observations, nothingelse.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Just output the numbered observations, nothingelse
Reference 71
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.793205Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 0f2d83f5-fa6d-49f6-90f5-5c432be21cc0 · outbound
This paper cites Unit Test Input.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Unit Test Input
Reference 72
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.954633Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation b8f6d6ab-c9d7-4a53-9cdb-0f2c7f9c70d1 · outbound
This paper cites an unresolved cited work.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Unresolved cited work
Reference 73
- Resolution
- unresolved
- raw_fallback, observed 2026-07-08T15:25:03.910966Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 892a4016-cb10-42e7-857e-907bd9d5d570 · outbound
This paper cites Explanation.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Explanation
Reference 74
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.884959Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 069ee042-989c-492c-8d3c-5b3478bce790 · outbound
This paper cites Do NOT copy the previous attempt.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Do NOT copy the previous attempt
Reference 75
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.889770Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7ef4b2eb-ac6c-431a-b0b2-95ccd6057c5b · outbound
This paper cites Actual Execution Output.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Actual Execution Output
Reference 76
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.846457Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 14a4a4f0-589e-4aa9-bdd0-9f1e4b475a2e · outbound
This paper cites an unresolved cited work.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Unresolved cited work
Reference 77
- Resolution
- unresolved
- raw_fallback, observed 2026-07-08T15:25:03.870884Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 03586a57-7e48-4f35-b75d-8915cac9f627 · outbound
This paper cites an unresolved cited work.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Unresolved cited work
Reference 78
- Resolution
- unresolved
- raw_fallback, observed 2026-07-08T15:25:03.831978Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 1c63cb45-da8f-4167-8af1-40936be50340 · outbound
This paper cites an unresolved cited work.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Unresolved cited work
Reference 79
- Resolution
- unresolved
- raw_fallback, observed 2026-07-08T15:25:03.880904Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 4f1bbe47-c351-44f2-a5dc-fa2e6445a300 · outbound
This paper cites Do NOT include parameter names, variable labels, code,or anyexplanatory text.
CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test Do NOT include parameter names, variable labels, code,or anyexplanatory text
Reference 80
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T15:25:03.883168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Pith citing papers
Observation 3a28547e-a231-42ab-a013-21d8f9a9f3bc · inbound
Recursive Self-Improvement in AI: From Bounded Self-Refinement to Autonomous Research Loops cites this paper.
Recursive Self-Improvement in AI: From Bounded Self-Refinement to Autonomous Research Loops CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test
Reference 48
- Resolution
- verified exact
- local_arxiv, observed 2026-07-09T03:45:55.545662Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 44485e56-78e2-46c8-87bb-adfb9555df8a · 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 CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T17:46:58.064270Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0b236fd-d225-4031-a85e-b065bb9227f4 · inbound
COMPAS: Difficulty-Aware Joint Search for Optimizing Code Generation cites this paper.
COMPAS: Difficulty-Aware Joint Search for Optimizing Code Generation CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T19:35:27.766215Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.