DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search | Paper Citation Record

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A Lean Dataset for International Math Olympiad: Small Steps towards Writing Math Proofs for Hard Problems cites this paper.

A Lean Dataset for International Math Olympiad: Small Steps towards Writing Math Proofs for Hard Problems DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 26

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HunyuanProver: A Scalable Data Synthesis Framework and Guided Tree Search for Automated Theorem Proving cites this paper.

HunyuanProver: A Scalable Data Synthesis Framework and Guided Tree Search for Automated Theorem Proving DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 16

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Sigma: Differential Rescaling of Query, Key and Value for Efficient Language Models cites this paper.

Sigma: Differential Rescaling of Query, Key and Value for Efficient Language Models DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 38

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Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step cites this paper.

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 43

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Scaling Flaws of Verifier-Guided Search in Mathematical Reasoning cites this paper.

Scaling Flaws of Verifier-Guided Search in Mathematical Reasoning DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 19

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Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning cites this paper.

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 214

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Simplifying Formal Proof-Generating Models with ChatGPT and Basic Searching Techniques cites this paper.

Simplifying Formal Proof-Generating Models with ChatGPT and Basic Searching Techniques DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 30

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L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning cites this paper.

L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 22

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FormalMATH: Benchmarking Formal Mathematical Reasoning of Large Language Models cites this paper.

FormalMATH: Benchmarking Formal Mathematical Reasoning of Large Language Models DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

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CombiBench: Benchmarking LLM Capability for Combinatorial Mathematics cites this paper.

CombiBench: Benchmarking LLM Capability for Combinatorial Mathematics DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 29

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Beyond Theorem Proving: Formulation, Framework and Benchmark for Formal Problem-Solving cites this paper.

Beyond Theorem Proving: Formulation, Framework and Benchmark for Formal Problem-Solving DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 2024

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CRPE: Expanding The Reasoning Capability of Large Language Model for Code Generation cites this paper.

CRPE: Expanding The Reasoning Capability of Large Language Model for Code Generation DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 27

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MPS-Prover: Advancing Stepwise Theorem Proving by Multi-Perspective Search and Data Curation cites this paper.

MPS-Prover: Advancing Stepwise Theorem Proving by Multi-Perspective Search and Data Curation DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 29

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LLM-based Automated Theorem Proving Hinges on Scalable Synthetic Data Generation cites this paper.

LLM-based Automated Theorem Proving Hinges on Scalable Synthetic Data Generation DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 8

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GloSS over Toxicity: Understanding and Mitigating Toxicity in LLMs via Global Toxic Subspace cites this paper.

GloSS over Toxicity: Understanding and Mitigating Toxicity in LLMs via Global Toxic Subspace DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 35

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Step-Wise Formal Verification for LLM-Based Mathematical Problem Solving cites this paper.

Step-Wise Formal Verification for LLM-Based Mathematical Problem Solving DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 42

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Faithful and Robust LLM-Driven Theorem Proving for NLI Explanations cites this paper.

Faithful and Robust LLM-Driven Theorem Proving for NLI Explanations DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 45

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Rewarding the Unlikely: Lifting GRPO Beyond Distribution Sharpening cites this paper.

Rewarding the Unlikely: Lifting GRPO Beyond Distribution Sharpening DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 27

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EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation cites this paper.

EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 31

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MATP-BENCH: Can MLLM Be a Good Automated Theorem Prover for Multimodal Problems? cites this paper.

MATP-BENCH: Can MLLM Be a Good Automated Theorem Prover for Multimodal Problems? DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 63

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Mathesis: Towards Formal Theorem Proving from Natural Languages cites this paper.

Mathesis: Towards Formal Theorem Proving from Natural Languages DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

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Reviving DSP for Advanced Theorem Proving in the Era of Reasoning Models cites this paper.

Reviving DSP for Advanced Theorem Proving in the Era of Reasoning Models DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

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Reward Models in Deep Reinforcement Learning: A Survey cites this paper.

Reward Models in Deep Reinforcement Learning: A Survey DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 34

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Reasoning in machine vision by learning fast and slow thinking cites this paper.

Reasoning in machine vision by learning fast and slow thinking DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 27

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Clarifying Before Reasoning: A Coq Prover with Structural Context cites this paper.

Clarifying Before Reasoning: A Coq Prover with Structural Context DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 35

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Bourbaki: Self-Generated and Goal-Conditioned MDPs for Theorem Proving cites this paper.

Bourbaki: Self-Generated and Goal-Conditioned MDPs for Theorem Proving DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

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Advocate for Complete Benchmarks for Formal Reasoning with Formal/Informal Statements and Formal/Informal Proofs cites this paper.

Advocate for Complete Benchmarks for Formal Reasoning with Formal/Informal Statements and Formal/Informal Proofs DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

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CriticLean: Critic-Guided Reinforcement Learning for Mathematical Formalization cites this paper.

CriticLean: Critic-Guided Reinforcement Learning for Mathematical Formalization DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 64

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Towards Solving More Challenging IMO Problems via Decoupled Reasoning and Proving cites this paper.

Towards Solving More Challenging IMO Problems via Decoupled Reasoning and Proving DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

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Leanabell-Prover-V2: Verifier-integrated Reasoning for Formal Theorem Proving via Reinforcement Learning cites this paper.

Leanabell-Prover-V2: Verifier-integrated Reasoning for Formal Theorem Proving via Reinforcement Learning DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

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It's Not That Simple. An Analysis of Simple Test-Time Scaling cites this paper.

It's Not That Simple. An Analysis of Simple Test-Time Scaling DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

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LeanTree: Accelerating White-Box Proof Search with Factorized States in Lean 4 cites this paper.

LeanTree: Accelerating White-Box Proof Search with Factorized States in Lean 4 DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

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StepFun-Prover Preview: Let's Think and Verify Step by Step cites this paper.

StepFun-Prover Preview: Let's Think and Verify Step by Step DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

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FormaRL: Enhancing Autoformalization with no Labeled Data cites this paper.

FormaRL: Enhancing Autoformalization with no Labeled Data DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

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Ax-Prover: A Deep Reasoning Agentic Framework for Theorem Proving in Mathematics and Quantum Physics cites this paper.

Ax-Prover: A Deep Reasoning Agentic Framework for Theorem Proving in Mathematics and Quantum Physics DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

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Attention Illuminates LLM Reasoning: The Preplan-and-Anchor Rhythm Enables Fine-Grained Policy Optimization cites this paper.

Attention Illuminates LLM Reasoning: The Preplan-and-Anchor Rhythm Enables Fine-Grained Policy Optimization DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

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The Search for Constrained Random Generators cites this paper.

The Search for Constrained Random Generators DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

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Geometry of Reason: Spectral Signatures of Valid Mathematical Reasoning cites this paper.

Geometry of Reason: Spectral Signatures of Valid Mathematical Reasoning DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

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A Task-Centric Theory for Iterative Self-Improvement with Easy-to-Hard Curricula cites this paper.

A Task-Centric Theory for Iterative Self-Improvement with Easy-to-Hard Curricula DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

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A Minimal Agent for Automated Theorem Proving cites this paper.

A Minimal Agent for Automated Theorem Proving DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

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How Your Credentials Are Leaked by LLM Agent Skills: An Empirical Study cites this paper.

How Your Credentials Are Leaked by LLM Agent Skills: An Empirical Study DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

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Automatic Textbook Formalization cites this paper.

Automatic Textbook Formalization DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

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Understanding Performance Gap Between Parallel and Sequential Sampling in Large Reasoning Models cites this paper.

Understanding Performance Gap Between Parallel and Sequential Sampling in Large Reasoning Models DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

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Re$^2$Math: Benchmarking Theorem Retrieval in Research-Level Mathematics cites this paper.

Re$^2$Math: Benchmarking Theorem Retrieval in Research-Level Mathematics DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 24

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CauSim: Scaling Causal Reasoning with Increasingly Complex Causal Simulators cites this paper.

CauSim: Scaling Causal Reasoning with Increasingly Complex Causal Simulators DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

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Rethinking Supervision Granularity: Segment-Level Learning for LLM-Based Theorem Proving cites this paper.

Rethinking Supervision Granularity: Segment-Level Learning for LLM-Based Theorem Proving DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

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CAM-Bench: A Benchmark for Computational and Applied Mathematics in Lean cites this paper.

CAM-Bench: A Benchmark for Computational and Applied Mathematics in Lean DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 39

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OProver: A Unified Framework for Agentic Formal Theorem Proving cites this paper.

OProver: A Unified Framework for Agentic Formal Theorem Proving DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 151

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Lean Refactor: Multi-Objective Controllable Proof Optimization via Agentic Strategy Search cites this paper.

Lean Refactor: Multi-Objective Controllable Proof Optimization via Agentic Strategy Search DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 45

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fd45d7f6-e905-4bf8-8478-ce9b3d49c872 · inbound

Less Effort, Shorter Proofs: Reinforcement Learning for Security Protocol Analysis in Tamarin cites this paper.

Less Effort, Shorter Proofs: Reinforcement Learning for Security Protocol Analysis in Tamarin DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-25T04:10:19.043597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2dce0e3e-20cf-4784-8b4a-de35f7be0386 · inbound

Automating Formal Verification with Reinforcement Learning and Recursive Inference cites this paper.

Automating Formal Verification with Reinforcement Learning and Recursive Inference DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 56

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T23:52:48.466037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fbfd1f37-2dde-4a79-b344-867f49a65649 · inbound

LeanMarathon: Toward Reliable AI Co-Mathematicians through Long-Horizon Lean Autoformalization cites this paper.

LeanMarathon: Toward Reliable AI Co-Mathematicians through Long-Horizon Lean Autoformalization DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-07-02T08:36:48.809434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0bf5baf4-a935-494f-a80f-9041b3cbc47f · inbound

TheoremBench: Evaluating LLMs on Theorem Proving in Formal Mathematics cites this paper.

TheoremBench: Evaluating LLMs on Theorem Proving in Formal Mathematics DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-07-03T01:47:31.552153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 67954b27-223b-453a-8fee-c3c728491771 · inbound

LAMP: Lean-based Agentic framework with MCP and Proof Repair cites this paper.

LAMP: Lean-based Agentic framework with MCP and Proof Repair DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-06-30T08:44:27.799923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2fe0c78d-98bf-479f-abba-c9b3a7a6ae9e · inbound

Beyond the Library: An Agentic Framework for Autoformalizing Research Mathematics cites this paper.

Beyond the Library: An Agentic Framework for Autoformalizing Research Mathematics DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-07-01T10:05:40.783835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 59748c15-fb55-439b-ad3c-3c571e05cdc7 · inbound

Beyond the Library: An Agentic Framework for Autoformalizing Research Mathematics cites this paper.

Beyond the Library: An Agentic Framework for Autoformalizing Research Mathematics DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-07-03T22:39:01.224077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5ca7d177-3904-4ede-adaa-05bf3a79e060 · inbound

ShannonProver: Towards Automating Formal Cryptographic Proofs cites this paper.

ShannonProver: Towards Automating Formal Cryptographic Proofs DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 41

Resolution: unresolved; no resolver link, observed 2026-07-12T06:39:03.623110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b64c7d61-f431-4082-ae65-36ca537c6fe7 · inbound

AutoCedar: An Agentic Framework for Verifier-Guided Access Control Policy Synthesis cites this paper.

AutoCedar: An Agentic Framework for Verifier-Guided Access Control Policy Synthesis DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-12T00:53:42.929719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30e699b7-0798-4495-a085-c045ca5cf4ee · inbound

From Solvers to Research: Large Language Model-Driven Formal Mathematics at the Research Frontier cites this paper.

From Solvers to Research: Large Language Model-Driven Formal Mathematics at the Research Frontier DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 268

Resolution: verified exact; local_arxiv, observed 2026-07-10T18:17:33.834916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 94f34faf-6829-4be2-a21b-42e4cb001e21 · inbound

TreeThink: A Modular Tree Search Library for Mathematical Reasoning with LLMs cites this paper.

TreeThink: A Modular Tree Search Library for Mathematical Reasoning with LLMs DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 79

Resolution: unresolved; no resolver link, observed 2026-07-14T05:57:23.399019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa0d14ba-0200-452d-b3c5-d89428de5e54 · inbound

Albilich: Steerable Proof-State Orchestration for LLM-Based Mathematical Research with CAS Integration cites this paper.

Albilich: Steerable Proof-State Orchestration for LLM-Based Mathematical Research with CAS Integration DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-01T03:02:28.586204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers