activity
20242026
most citedTowards Autonomous Mathematics Research

3 citations · 8 across the 7 of their papers we have counts for

collaborators

7 papers

cs.AI2026

LEAP: Supercharging LLMs for Formal Mathematics with Agentic Frameworks

Po-Nien Kung, Linfeng Song, Dawsen Hwang +10

Large Language Models (LLMs) exhibit strong informal mathematical reasoning but struggle to generate mechanically verifiable proofs in formal languages like Lean. We present LEAP,…

cs.AI2026

Aletheia tackles FirstProof autonomously

Tony Feng, Junehyuk Jung, Sang-hyun Kim +14

We report the performance of Aletheia (Feng et al., 2026b), a mathematics research agent powered by Gemini 3 Deep Think, on the inaugural FirstProof challenge. Within the allowed t…

cs.LG2026★ 3 cited

Towards Autonomous Mathematics Research

Tony Feng, Trieu H. Trinh, Garrett Bingham +25

Recent advances in foundational models have yielded reasoning systems capable of achieving a gold-medal standard at the International Mathematical Olympiad. The transition from com…

cs.AI2026★ 3 cited

Semi-Autonomous Mathematics Discovery with Gemini: A Case Study on the Erdős Problems

Tony Feng, Trieu Trinh, Garrett Bingham +21

We present a case study in semi-autonomous mathematics discovery, using Gemini to systematically evaluate 700 conjectures labeled 'Open' in Bloom's Erdős Problems database. We empl…

cs.CL2025

Towards Robust Mathematical Reasoning

Thang Luong, Dawsen Hwang, Hoang H. Nguyen +17

Finding the right north-star metrics is highly critical for advancing the mathematical reasoning capabilities of foundation models, especially given that existing evaluations are e…

cs.AI2025★ 2 cited

Gold-medalist Performance in Solving Olympiad Geometry with AlphaGeometry2

Yuri Chervonyi, Trieu H. Trinh, Miroslav Olšák +8

We present AlphaGeometry2 (AG2), a significantly improved version of AlphaGeometry introduced in (Trinh et al., 2024), which has now surpassed an average gold medalist in solving O…

cs.CV2024

HaloQuest: A Visual Hallucination Dataset for Advancing Multimodal Reasoning

Zhecan Wang, Garrett Bingham, Adams Yu +3

Hallucination has been a major problem for large language models and remains a critical challenge when it comes to multimodality in which vision-language models (VLMs) have to deal…