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.
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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/VibeGen
Updated • 2
lamm-mit/BeamPERL
Text Generation • 2B • Updated
lamm-mit/DeepSeek-R1-Distill-Qwen-1.5B
Text Generation • 2B • Updated • 3
lamm-mit/Bioinspired3D
Updated • 1
lamm-mit/Llama3.1-8b-Instruct-CPT-SFT-DPO-09022024-Q4_K_M-GGUF
8B • Updated • 3
lamm-mit/Graph-Preflexor-3b_08012026
Text Generation • 3B • Updated • 21
lamm-mit/Graph-Preflexor-1.7b_08012026
Text Generation • 2B • Updated • 8
lamm-mit/Graph-Preflexor-8b_12292025
Text Generation • 8B • Updated • 34 • 2
lamm-mit/LlaDA-8B-EditFlow-graph-v520
9B • Updated • 3
lamm-mit/LlaDA-8B-EditFlow-instruct-v500
9B • Updated • 2
datasets 58
lamm-mit/BeamRL-EvalData
Viewer • Updated • 24 • 15
lamm-mit/BeamRL-TrainData
Viewer • Updated • 180 • 18
lamm-mit/Bioinspired3D
Viewer • Updated • 4.56k • 14
lamm-mit/HyperGraphReasoning
Updated • 64 • 3
lamm-mit/graph_reasoning_10K
Viewer • Updated • 10k • 16
lamm-mit/graph_reasoning_1K
Viewer • Updated • 1.02k • 9 • 1
lamm-mit/graph-reasoning-messages-11K
Viewer • Updated • 11k • 8
lamm-mit/scales-12tet-defects
Viewer • Updated • 2.05k • 12
lamm-mit/graph_reasoning_v3_v4_large
Updated • 10
lamm-mit/PRESTO-protein-force
Viewer • Updated • 16.8k • 22 • 1