mlsanityData to 7 Oct 2026

Semi-Autonomous Formalization of the Vlasov-Maxwell-Landau Equilibrium

arXiv 2603.15929 ↗First posted 16 Mar 2026cs.AI math.AP math.LOcited by 7

Not on the map. Why?

Abstract (arXiv)

We present a complete Lean 4 formalization of the equilibrium characterization in the Vlasov-Maxwell-Landau (VML) system, which describes the motion of charged plasma. The project demonstrates the full AI-assisted mathematical research loop: an AI reasoning model (Gemini DeepThink) generated the proof from a conjecture, an agentic coding tool (Claude Code) translated it into Lean from natural-language prompts, a specialized prover (Aristotle) closed 111 lemmas, and the Lean kernel verified the result. A single mathematician supervised the process over 10 days at a cost of 200, writing zero lines of code. The entire development process is public: all 229 human prompts, and 213 git commits are archived in the repository. We report detailed lessons on AI failure modes -- hypothesis creep, definition-alignment bugs, agent avoidance behaviors -- and on what worked: the abstract/concrete proof split, adversarial self-review, and the critical role of human review of key definitions and theorem statements. Notably, the formalization was completed before the final draft of the corresponding math paper was finished.

Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). Builds on 7 of its 30 references that are in the map. First posted on arXiv 16 Mar 2026.

Builds on

7 of 30 references.

References · 7

  1. 2025Seed-Prover: Deep and Broad Reasoning for Automated Theorem Provingcited by 96
  2. 2025Aristotle: IMO-level Automated Theorem Provingcited by 47
  3. 2026Numina-Lean-Agent: An Open and General Agentic Reasoning System for Formal Mathematicscited by 43
  4. 2026Towards Autonomous Mathematics Researchcited by 31
  5. 2026Semi-Autonomous Mathematics Discovery with Gemini: A Case Study on the ErdHos Problemscited by 24
  6. 2026130k Lines of Formal Topology in Two Weeks: Simple and Cheap Autoformalization for Everyone?cited by 16
  7. 2026Formalizing the stability of the two Higgs doublet model potential into Lean: identifying an error in the literaturecited by 4

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2026: 7.

7 papers.

Similar, not cited

Close in wording, no citation either way

  1. 2026FormalScience: Scalable Human-in-the-Loop Autoformalisation of Science with Agentic Code Generation in Lean
  2. 2026Agentic AI -- Physicist Collaboration in Experimental Particle Physics: A Proof-of-Concept Measurement with LEP Open Data
  3. 2026Agentic Stage-One Stellarator Optimization: Autonomous Multi-Objective Search for Finite-Beta Equilibria
  4. 2026Grounded autonomous research: a fault-tolerant LLM pipeline from corpus to manuscript in frontier computational physics
  5. 2026AI Agents Can Already Autonomously Perform Experimental High Energy Physics
  6. 2026Exploring Structures in Physics Problems: Can AI Agents Discover Statistical Mechanical Mappings?
  7. 2026Grounded autonomous scrutiny at scale: emergent critique from reproduction of published computational physics papers
  8. 2026PRL-Bench: A Comprehensive Benchmark Evaluating LLMs' Capabilities in Frontier Physics Research