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
View all 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
models 110
lamm-mit/BeamPERL
Text Generation • 2B • Updated
lamm-mit/DeepSeek-R1-Distill-Qwen-1.5B
Text Generation • 2B • Updated
• 29
lamm-mit/Bioinspired3D
Updated
• 1
lamm-mit/Llama3.1-8b-Instruct-CPT-SFT-DPO-09022024-Q4_K_M-GGUF
8B • Updated
• 4
lamm-mit/Graph-Preflexor-3b_08012026
Text Generation • 3B • Updated
lamm-mit/Graph-Preflexor-1.7b_08012026
Text Generation • 2B • Updated
lamm-mit/Graph-Preflexor-8b_12292025
Text Generation • 8B • Updated
• 73 • 2
lamm-mit/LlaDA-8B-EditFlow-graph-v520
9B • Updated
• 1
lamm-mit/LlaDA-8B-EditFlow-instruct-v500
9B • Updated
lamm-mit/LlaDA-8B-EditFlow-graph-v510
9B • Updated
datasets 58
lamm-mit/BeamRL-EvalData
Viewer
• Updated
• 24 • 13
lamm-mit/BeamRL-TrainData
Viewer
• Updated
• 180 • 14
lamm-mit/Bioinspired3D
Viewer
• Updated
• 4.56k • 24
lamm-mit/HyperGraphReasoning
Updated
• 214 • 3
lamm-mit/graph_reasoning_10K
Viewer
• Updated
• 10k • 23
lamm-mit/graph_reasoning_1K
Viewer
• Updated
• 1.02k • 112 • 1
lamm-mit/graph-reasoning-messages-11K
Viewer
• Updated
• 11k • 16
lamm-mit/scales-12tet-defects
Viewer
• Updated
• 2.05k • 17
lamm-mit/graph_reasoning_v3_v4_large
Updated
• 13
lamm-mit/PRESTO-protein-force
Viewer
• Updated
• 16.8k • 24 • 1