L3 Lab at CMU

CMU, School of Computer Science, LTI.
PI: Sean Welleck

The L3 Lab at CMU focuses on Machine Learning, Language, and Logic. This includes:

  • Foundations and applications of generative models.
  • Scalable learning, inference, and evaluation algorithms.
  • Neural tools for formal verification and theorem proving.
  • Machine learning systems that discover knowledge and improve over time.

news

Oct 27, 2026 Holding L3 Lab CUA Week led by Pranjal to release our new work on agents.
Oct 9, 2026 Gym-Anything won Best Paper at COLM Lifelong Agents Workshop.
Oct 6, 2026 Several L3 Lab papers presented at COLM.
Sep 3, 2026 Two new PhD students have joined the L3 Lab. Welcome Tianran and Peiyang!
Apr 23, 2026 Several L3 Lab papers presented at ICLR 2026, including an oral presentation for Lean Hammer.
Mar 22, 2026 Awarded DARPA expMath grant (lead PI) on AI for mathematics.
Sep 19, 2025 Thomas (Hanwen) Zhu named a 2026 Siebel Scholar.
Sep 1, 2025 Awarded NSF MFAI grant (co-PI) on mathematical frontiers of generative AI.
Sep 1, 2025 Awarded NSF AIMing grant (lead PI) on AI for mathematics.
Aug 25, 2025 Pranjal Aggarwal named a SoftBank Group-Arm Fellow.
Aug 4, 2025 ICARM, a new NSF Mathematical Sciences Research Institute founded.
Apr 24, 2025 The BiGGen Bench received the Best Paper Award at NAACL 2025.
Dec 10, 2024 NeurIPS tutorial on inference algorithms for large language models: [website]
Sep 1, 2024 Four PhD students have joined the L3 Lab. Welcome!
Jun 1, 2024 Received a gift from Convergent Research and the Lean FRO supporting our work.
Nov 21, 2023 New Neural Code Generation course in Spring 2024: [website]

members

sponsors

We are grateful to all of the organizations who have provided funding for the research that our lab performs.