{ "args": { "eta": 0.03, "feedback": "error_velocity", "kappa": 0.1, "model_seed": 0, "outdir": "results/bci_dev", "tag": "bci_dev_v1_fberrvel_k0p1_eta0p03_t1_m0", "task_seed": 1 }, "conditions": { "acute_online_lesion_after_intact": { "drop_from_intact": 0.0, "evaluation_wall_s": 0.006329528987407684, "final_success": 0.99609375 }, "both_lesion": { "cost": { "causal_scalar_reward_observations": 12544, "forward_equivalent_definition": "ordinary full state step plus each perturbed cursor/loss readout at 1/context_dim of a context-to-soma state step", "forward_equivalent_episode_steps": 25872.0, "ordinary_state_episode_steps": 25088, "perturbation_events": 98 }, "daily_success": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "early_success": 0.0, "evaluation_wall_s": 0.006439197808504105, "final_success": 0.0, "fraction_of_intact_learning_gain": 0.0, "late_success": 0.0, "learning_gain": 0.0, "training_wall_s": 0.1299189180135727 }, "fixed_vectorizer": { "cost": { "causal_scalar_reward_observations": 0, "forward_equivalent_definition": "ordinary full state step plus each perturbed cursor/loss readout at 1/context_dim of a context-to-soma state step", "forward_equivalent_episode_steps": 25088.0, "ordinary_state_episode_steps": 25088, "perturbation_events": 0 }, "daily_success": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "early_success": 0.0, "evaluation_wall_s": 0.006652858108282089, "final_success": 0.0, "late_success": 0.0, "learning_gain": 0.0, "training_wall_s": 0.1456008143723011 }, "intact": { "cost": { "causal_scalar_reward_observations": 9290, "forward_equivalent_definition": "ordinary full state step plus each perturbed cursor/loss readout at 1/context_dim of a context-to-soma state step", "forward_equivalent_episode_steps": 25668.625, "ordinary_state_episode_steps": 25088, "perturbation_events": 98 }, "daily_success": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.015625, 0.234375, 0.5625, 0.703125, 0.953125, 0.96875, 0.984375, 1.0, 1.0 ], "early_success": 0.0, "evaluation_wall_s": 0.013262268155813217, "final_success": 0.99609375, "gain_over_fixed_vectorizer_final": 0.99609375, "late_success": 0.9947916666666666, "learning_gain": 0.9947916666666666, "training_wall_s": 0.19930467009544373 }, "online_lesion": { "cost": { "causal_scalar_reward_observations": 12544, "forward_equivalent_definition": "ordinary full state step plus each perturbed cursor/loss readout at 1/context_dim of a context-to-soma state step", "forward_equivalent_episode_steps": 25872.0, "ordinary_state_episode_steps": 25088, "perturbation_events": 98 }, "daily_success": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.03125, 0.265625, 0.59375, 0.703125, 0.953125, 0.96875, 0.984375, 1.0, 1.0 ], "early_success": 0.0, "evaluation_wall_s": 0.006318964064121246, "final_success": 0.99609375, "late_success": 0.9947916666666666, "learning_gain": 0.9947916666666666, "training_wall_s": 0.16212405264377594 }, "plasticity_lesion": { "cost": { "causal_scalar_reward_observations": 12544, "forward_equivalent_definition": "ordinary full state step plus each perturbed cursor/loss readout at 1/context_dim of a context-to-soma state step", "forward_equivalent_episode_steps": 25872.0, "ordinary_state_episode_steps": 25088, "perturbation_events": 98 }, "daily_success": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "early_success": 0.0, "evaluation_wall_s": 0.006250225007534027, "final_success": 0.0, "late_success": 0.0, "learning_gain": 0.0, "training_wall_s": 0.13105998188257217 }, "sham_after_intact": { "change_from_intact": 0.0, "evaluation_wall_s": 0.006280824542045593, "final_success": 0.99609375 } }, "config": { "context_ar": 0.8, "context_dim": 16, "coupling_scale": 1.0, "days": 14, "episodes_per_day": 64, "feedback": "error_velocity", "forward_eta": 0.03, "inertia": 0.65, "kappa": 0.1, "n_background": 30, "n_minus": 5, "n_plus": 5, "perturb_every": 4, "perturb_sigma": 0.03, "predictor_eta": 0.2, "process_noise": 0.12, "steps_per_episode": 28, "target": 0.8, "vectorizer_eta": 0.03 }, "finite": true, "hardware": { "device": "cpu", "platform": "Linux-5.15.0-161-generic-x86_64-with-glibc2.35", "processor": "x86_64", "threads": 1, "torch_version": "2.3.1+cu118" }, "peak_rss_mib": 436.0625, "protocol": { "confirmation_seeds_touched": false, "evaluation_plasticity": false, "evaluation_task_seed": 100001, "name": "oral_b_continuous_bci_development_v1", "paired_environment_across_conditions": true, "selection_split": "development", "training_task_seed": 1 }, "provenance": { "git_commit": "b4458cdb3533f7b342f3ff3c8e3582962181d09f", "git_dirty": false, "oral_b_protocol_sha256": "ce58956da6de01a174f845525c8f80a4ef7ad8b94453c2f8e76a8001c56d1b89", "runner_and_protocol_tracked": true }, "schema_version": 1, "signatures": { "active_training_events": 17949, "causal_role_sign_inversion_index": -0.006889803927151911, "decoder_distance_residual_corr": 0.25750191688759305, "early_residual_late_activity_change_corr": 0.9331268345500653, "evaluation_episodes": 256, "evaluation_success_fraction": 0.99609375, "mean_abs_raw_soma_corr": 0.9992196242862024, "mean_abs_residual_soma_corr": 0.12843288051454596, "raw_minus_residual_abs_soma_corr": 0.8707867437716564, "residual_minus_soma_outcome_acc": 0.0, "residual_outcome_decoder_balanced_acc": 0.5, "role_aligned_error_cv_corr": 0.6841129309153174, "role_aligned_velocity_cv_corr": 0.1347889964992377, "soma_outcome_decoder_balanced_acc": 0.5, "surrounding_event_decoder_balanced_acc": 0.6192532946063222, "velocity_minus_error_abs_cv_corr": -0.5493239344160797 }, "wall_s": 1.4199837744235992 }