Overview

Formal verification studies rigorous ways to show that systems satisfy properties such as safety, security, and correctness. It represents systems and requirements with logic, then uses theorem proving, model checking, SMT solving, static analysis, and runtime monitoring to prove properties or find counterexamples. These methods apply to software, hardware, protocols, neural networks, robotics, and AI agents, where failures can be costly and testing covers only selected executions. Current work combines automation and language models to reduce proof effort, but scalability and whether specifications faithfully capture intended behavior remain central challenges.

Latest papers 320

44 papers in the last four weeks, up 91% on the four weeks before. 0.3% of all new papers.

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  1. Lean-QIT: Towards a Formal Infrastructure for Quantum Information Theory

    Jul 10, 2026Chengkai Zhu, Ziao Tang, Guocheng Zhen +6Formal Verification

  2. Diversifying to Verify: When Task-Equivalent Programs Differ in Verifiability

    Jul 10, 2026Shirley Yu, Ruben MartinsLLM-Based Program SynthesisFormal Verification

  3. OpenProver: Agentic and Interactive Theorem Proving with Lean 4

    Jul 10, 2026Matěj Kripner, Milan StrakaMulti-Agent LLM SystemsAutomated Theorem Proving

  4. Detecting Ladder Logic Bombs in IEC 61131-3 PLC Programs using ESBMC-PLC+: A Formal Verification Approach with Trigger Synthesis

    Jul 9, 2026Pierre Dantas, Lucas Cordeiro, Waldir JuniorCybersecurityBackdoor Detection

  5. Harnessing Code Agents for Automatic Software Verification

    Jul 7, 2026Shuangxiang Kan, Shuanglong Kan, Sebastian ErtelSoftware Engineering AgentsAutomated Theorem Proving

  6. InvWeaver: Deductive Feedback for Invariant Synthesis in Interacting-Loop Programs

    Jul 6, 2026Guangyuan Wu, Weining Cao, Zehui Tan +4LLM-Based Program SynthesisProgram Synthesis

  7. Formal Disco: Scalable Open-Ended Generation of Formally Verified Programs

    Jul 6, 2026Gabriel Poesia, Simon Henniger, Tzu-Han Hsu +2Code GenerationLLM-Based Program Synthesis

  8. Teaching Code LLMs to Reason with Intermediate Formal Specifications

    Jul 5, 2026Minh Le-Anh, Cuong Chi Le, Tien N. NguyenFormal VerificationCode Language Models

  9. Why3-py: A Tool for Formal Verification of Hypothesis Testing and Meta-Analysis in Python

    Jul 4, 2026Akira Tanaka, Yusuke KawamotoFormal Verification

  10. AxDafny: Agentic Verified Code Generation in Dafny

    Jun 30, 2026Benjamin Breen, Austin Letson, Borja Requena Pozo +1Code GenerationFormal Verification

  11. Translating Natural Language to Strategic Temporal Specifications via LLMs

    Jun 29, 2026Marco Aruta, Francesco Improta, Vadim Malvone +2Formal VerificationMulti-Agent Systems

  12. Structural Certification for Reliable Physical Design with Language Models

    Jun 29, 2026Nakul Vyas, Iliya D. StoevLLM Answer VerificationFormal Verification

  13. Algorithmic Unverifiability of Safety for Fixed and Recursively Self-Improving Systems

    Jun 26, 2026Jose Pascual Gumbau MezquitaFormal VerificationSelf-Improving Agents

  14. Odyssey: Constructing Verifiable Local Truth-Preserving Foundation Models

    Jun 25, 2026Sridhar MahadevanLLM GroundingFormal Verification

  15. An Empirical Study of LLM-Generated Specifications for VeriFast

    Jun 25, 2026Wen Fan, Minh Tran, Sanya Dod +5LLM EvaluationFormal Verification

  16. AXLE: A Cloud Infrastructure for Lean 4 Theorem Proving Utilities

    Jun 24, 2026Jimmy Xin, Alex Schneidman, Chris Cummins +3Interactive Theorem ProvingFormal Verification

  17. Confidence Sequences for Online Statistical Model Checking of Markov Decision Processes

    Jun 24, 2026Konstantin Kueffner, Tobias Meggendorfer, Maximilian Weininger +1Markov Decision ProcessesUncertainty Quantification

  18. Cycle-Consistent Neural Explanation of Formal Verification Certificates

    Jun 23, 2026Andoni Rodriguez, Alberto Pozanco, Daniel BorrajoFormal Verification

  19. VeryTrace: Verifying Reasoning Traces through Compilable Formalism and Structured Verification

    Jun 23, 2026Ninghan Zhong, Ahmet Ege Tanriverdi, Kaan Kale +1Formal VerificationStructured Reasoning

  20. Closing the Loop: Formally Verified Law as a Reward Signal for Self-Improving Legal AI

    Jun 22, 2026Armin Heydari, Torben LeowaldFormal VerificationReinforcement Learning with Verifiable Rewards

  21. ESBMC-PLC+: A Unified IEC 61131-3 Formal Verification Framework as a PLCverif Successor

    Jun 22, 2026Pierre Dantas, Lucas Cordeiro, Waldir JuniorFormal Verification

  22. Ten Digits on a Train: AI-Assisted Verification of Two Eigenvalue Problems

    Jun 22, 2026Matthew J. ColbrookFormal VerificationHuman-AI Collaboration

  23. Engineering Reliable Autonomous Systems: Challenges and Solutions

    Jun 22, 2026Marie Farrell, Matt Luckcuck, Angelo Ferrando +28Formal Verification

  24. Entropy Objectives in Markov Decision Processes

    Jun 19, 2026S. Akshay, Raghav Goyal, Aditya Neeraje +1Markov Decision ProcessesMarkov Models