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cs.AI2026

An AI-Assisted Formalization of the Poincaré Conjecture

Zhiyuan Zhang, Axel Delaval, Leheng Chen +6

We present an AI-assisted Lean 4 formalization of the Poincaré conjecture. The project began with limited reusable formal infrastructure for the geometric analysis behind the proof…

math.AG2026

Constructing Rational Curves via Jets on Projective Varieties with Non-Nef Canonical Bundle

Bin Dong, Guoxiong Gao, Bin Guo +3

We give an algebraic proof in characteristic zero of the Miyaoka--Mori criterion: every point of a curve of negative canonical degree on a smooth projective variety lies on a ratio…

cs.AI2026

Danus: Orchestrating Mathematical Reasoning Agents with Fact-Graph Memory

Jihao Liu, Guoxiong Gao, Zeming Sun +8

Recent LLM-based mathematical reasoning agents have begun to tackle research-level problems and, in several cases, have contributed to the resolution of open problems. However, sca…

cs.LG2026

From Search to Synthesis: Training LLMs as Zero-Shot Workflow Generators

Gan Luo, Zihan Qin, Bin Dong +1

Large language models (LLMs) excel across a wide range of tasks, yet their instance-specific solutions often lack the structural consistency needed for reliable deployment. Workflo…

cs.CV2026

Hilbert-Geo: Solving Solid Geometric Problems by Neural-Symbolic Reasoning

Ruoran Xu, Haoyu Cheng, Bin Dong +1

Geometric problem solving, as a typical multimodal reasoning problem, has attracted much attention and made great progress recently, however most of works focus on plane geometry w…

cs.LG2026

Automated Conjecture Resolution with Formal Verification

Haocheng Ju, Guoxiong Gao, Jiedong Jiang +13

Recent advances in large language models have significantly improved their ability to perform mathematical reasoning, extending from elementary problem solving to increasingly capa…

cs.IR2026

LeanSearch v2: Global Premise Retrieval for Lean 4 Theorem Proving

Guoxiong Gao, Zeming Sun, Jiedong Jiang +5

Proving theorems in Lean 4 often requires identifying a scattered set of library lemmas whose joint use enables a concise proof -- a task we call global premise retrieval. Existing…

cs.IR2026

Matlas: A Semantic Search Engine for Mathematics

Haocheng Ju, Leheng Chen, Peihao Wu +2

Retrieving mathematical knowledge is a central task in both human-driven research, such as determining whether a result already exists, finding related results, and identifying his…

math.HO2026

AI for Mathematics: Progress, Challenges, and Prospects

Haocheng Ju, Bin Dong

AI for Mathematics (AI4Math) has emerged as a distinct field that leverages machine learning to navigate mathematical landscapes historically intractable for early symbolic systems…