IMAGES: 2407.01178v1

2B_continual_lr_schedule.png

2B_continual_train_loss.png

LLM_computation_graph.png

LLM_subgraph_homomorphism.png

classical_circuits_demo.png

continual_l40-h32-d64-ml20_smooth95.png

knowledge_distribution.png

m3mory_inference.png

m3mory_opening.png

memory3_benchmark_vs_size_small.png

memory3_profession_vs_throughput.png

memory_circuitry_theory.png

optimize_2B_shape_warmup.png

pretrain_data_distribution.png

total_cost_2B_chunk.png

warmup_l40-h32-d64-ml20_smooth95.png

warmup_loss.png

warmup_lr.png