activity
20112026
most citedUniversal approximations of permutation invariant/equivariant functions by deep neural networks

45 citations · 97 across the 32 of their papers we have counts for

collaborators

32 papers

cs.CR2026

Beyond Code Reasoning: Specification-Anchored Auditing of Multi-Implementation Distributed Protocols

Masato Kamba, Hirotake Murakami, Akiyoshi Sannai

Code-driven auditing fails when correctness depends on what the specification requires rather than how the code is written. Production blockchain networks expose this directly: byz…

cs.HC2026

Lean Atlas: An Integrated Proof Environment for Scalable Human-AI Collaborative Formalization

Banri Yanahama, Akiyoshi Sannai

AI-driven autoformalization of mathematics is advancing rapidly. However, the type checker of a proof assistant guarantees only the logical correctness of proofs; it does not verif…

cs.CR2026

SPECA: Specification-to-Checklist Agentic Auditing for Multi-Implementation Systems -- A Case Study on Ethereum Clients

Masato Kamba, Akiyoshi Sannai

Multi-implementation systems are increasingly audited against natural-language specifications. Differential testing scales well when implementations disagree, but it provides littl…

cs.LG2025

Discovering New Theorems via LLMs with In-Context Proof Learning in Lean

Kazumi Kasaura, Naoto Onda, Yuta Oriike +3

Large Language Models (LLMs) have demonstrated significant promise in formal theorem proving. In this study, we investigate the ability of LLMs to discover novel theorems and produ…

cs.AI2025

LeanConjecturer: Automatic Generation of Mathematical Conjectures for Theorem Proving

Naoto Onda, Kazumi Kasaura, Yuta Oriike +3

We introduce LeanConjecturer, a pipeline for automatically generating university-level mathematical conjectures in Lean 4 using Large Language Models (LLMs). Our hybrid approach co…

cs.AI2025

Prover Agent: An Agent-Based Framework for Formal Mathematical Proofs

Kaito Baba, Chaoran Liu, Shuhei Kurita +1

We present Prover Agent, a novel AI agent for automated theorem proving that integrates large language models (LLMs) with a formal proof assistant, Lean. Prover Agent coordinates a…