BeamPERL: PE-RLVR-FT for Beam Mechanics Problem-Solving
AI & ML interests
PI: Markus J. Buehler, MIT. Our research focus on developing a new paradigm that designs materials from the molecular scale, using MD, ML and other methods.
Recent Activity
Papers
Autonomous Agents Coordinating Distributed Discovery Through Emergent Artifact Exchange
BeamPERL: Parameter-Efficient RL with Verifiable Rewards Specializes Compact LLMs for Structured Beam Mechanics Reasoning
Organization Card
The Laboratory for Atomistic and Molecular Mechanics (LAMM) at MIT develops AI for science methods to model, reason about, and discover new materials and biological systems.
Our work combines machine learning, graph reasoning, generative models, autonomous agents, molecular simulation, and multiscale mechanics to accelerate scientific discovery across materials science, biology, and engineering.
We share models, datasets, and tools for AI-driven scientific reasoning, materials design, and molecular-scale discovery.
PI: Prof. Markus J. Buehler, MIT, mbuehler@MIT.EDU Lab: Laboratory for Atomistic and Molecular Mechanics
models 113
lamm-mit/TRELLIS.2-4B
Image-to-3D • Updated • 4
lamm-mit/Llama-3-2-1B-dominant-protein-SS-structure
Updated
lamm-mit/Llama-3-1-8B-dominant-protein-SS-structure
Updated
lamm-mit/AutomataGPT
Updated • 5
lamm-mit/VibeGen
Updated • 2
lamm-mit/BeamPERL
Text Generation • 2B • Updated
lamm-mit/DeepSeek-R1-Distill-Qwen-1.5B
Text Generation • 2B • Updated
lamm-mit/Bioinspired3D
Updated • 1
lamm-mit/Llama3.1-8b-Instruct-CPT-SFT-DPO-09022024-Q4_K_M-GGUF
8B • Updated • 37
lamm-mit/Graph-Preflexor-3b_08012026
Text Generation • 3B • Updated • 5
datasets 64
lamm-mit/silkome-full-idv-grouped
Viewer • Updated • 540 • 30
lamm-mit/silkome-masp-idv-grouped
Viewer • Updated • 466 • 29
lamm-mit/silkome-masp
Viewer • Updated • 2.07k • 50
lamm-mit/structural-protein-families
Viewer • Updated • 471 • 30
lamm-mit/protein-secondary-structure-netsurfp
Viewer • Updated • 11.5k • 43
lamm-mit/protein-secondary-structure-nppe2
Viewer • Updated • 9.08k • 33
lamm-mit/BeamRL-EvalData
Viewer • Updated • 24 • 43
lamm-mit/BeamRL-TrainData
Viewer • Updated • 180 • 206
lamm-mit/Bioinspired3D
Viewer • Updated • 4.56k • 62
lamm-mit/HyperGraphReasoning
Updated • 131 • 3