notesum.ai
Published at November 12LLMPhy: Complex Physical Reasoning Using Large Language Models and World Models
cs.LG
cs.AI
cs.CV
cs.RO
Released Date: November 12, 2024
Authors: Anoop Cherian1, Radu Corcodel1, Siddarth Jain1, Diego Romeres1
Aff.: 1Mitsubishi Electric Research Labs (MERL), Cambridge, MA
| Expt # | Phase 1 | Phase 2 | Avg. IoU (%) |
| 1 | Random | Random | 19.0 |
| 2 | N/A | LLM | 32.1 |
| 3 | Random | 50.8 | |
| 4 | BO (30 iterations) | 59.6 | |
| 5 | CMA-ES (30 iterations) | 59.7 | |
| 6 | (30 iterations) | 62.0 | |
| 7 | BO (100 iterations) | 61.0 | |
| 8 | CMA-ES (100 iterations) | 60.7 | |
| 9 | Ground truth | 65.1 |