program-verification

Creusot 0.14.0 发布，这是 Rust 的形式化验证工具，新增了对偏序（partial orders）的支持以及为快照（snapshots）生成验证条件（VCs）的功能。

This paper introduces VQS, a method for self-evolving vision-language models that uses program verification to generate and label questions from images, significantly improving accuracy and model performance over existing baselines.

A technical blog post argues that Rocq (Coq) is better than Lean for program verification due to Rocq's native support for coinductive types and cofixpoints, contrasting with Lean's less mature, library-based approach.

InvWeaver is a neuro-symbolic framework that uses LLMs and deductive feedback to synthesize loop invariants for programs with multiple interacting loops, outperforming existing methods on a benchmark suite.

This paper introduces Dockerless, an environment-free agentic patch verifier that evaluates code patches without execution, outperforming existing open-source verifiers and enabling efficient post-training for coding agents.

This paper evaluates Claude Code in an agentic proving framework on the Clever benchmark for program verification, achieving over 98% success in specification generation and end-to-end verification, revealing that existing benchmarks may be insufficient for evaluating modern agentic provers.