{ "args": { "eta": 0.03, "feedback": "error", "kappa": 0.1, "model_seed": 0, "outdir": "results/bci_dev", "tag": "bci_dev_v1_fberr_k0p1_eta0p03_t1_m0", "task_seed": 1 }, "conditions": { "acute_online_lesion_after_intact": { "drop_from_intact": 0.00390625, "evaluation_wall_s": 0.006386034190654755, "final_success": 0.98828125 }, "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": 0.006408873945474625, "final_success": 0.0, "fraction_of_intact_learning_gain": 0.0, "late_success": 0.0, "learning_gain": 0.0, "training_wall_s": 0.11856388673186302 }, "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": 0.006265223026275635, "final_success": 0.0, "late_success": 0.0, "learning_gain": 0.0, "training_wall_s": 0.13579446077346802 }, "intact": { "cost": { "causal_scalar_reward_observations": 10094, "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": 25718.875, "ordinary_state_episode_steps": 25088, "perturbation_events": 98 }, "daily_success": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.140625, 0.265625, 0.375, 0.71875, 0.8125, 0.921875, 0.984375, 1.0 ], "early_success": 0.0, "evaluation_wall_s": 0.012890398502349854, "final_success": 0.9921875, "gain_over_fixed_vectorizer_final": 0.9921875, "late_success": 0.96875, "learning_gain": 0.96875, "training_wall_s": 0.19716917350888252 }, "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, 0.0, 0.140625, 0.296875, 0.453125, 0.75, 0.84375, 0.921875, 0.984375, 1.0 ], "early_success": 0.0, "evaluation_wall_s": 0.005914624780416489, "final_success": 0.9921875, "late_success": 0.96875, "learning_gain": 0.96875, "training_wall_s": 0.14532073959708214 }, "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": 0.006630841642618179, "final_success": 0.0, "late_success": 0.0, "learning_gain": 0.0, "training_wall_s": 0.11889376118779182 }, "sham_after_intact": { "change_from_intact": 0.0, "evaluation_wall_s": 0.0065752193331718445, "final_success": 0.9921875 } }, "config": { "context_ar": 0.8, "context_dim": 16, "coupling_scale": 1.0, "days": 14, "episodes_per_day": 64, "feedback": "error", "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": 441.76171875, "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": 19734, "causal_role_sign_inversion_index": -0.0013616858451298147, "decoder_distance_residual_corr": 0.27630749191826237, "early_residual_late_activity_change_corr": 0.8615257306939526, "evaluation_episodes": 256, "evaluation_success_fraction": 0.9921875, "mean_abs_raw_soma_corr": 0.9982728359495686, "mean_abs_residual_soma_corr": 0.128785890931579, "raw_minus_residual_abs_soma_corr": 0.8694869450179896, "residual_minus_soma_outcome_acc": 0.11220472440944884, "residual_outcome_decoder_balanced_acc": 0.5984251968503937, "role_aligned_error_cv_corr": 0.2886398292942647, "role_aligned_velocity_cv_corr": 0.028017735898898083, "soma_outcome_decoder_balanced_acc": 0.4862204724409449, "surrounding_event_decoder_balanced_acc": 0.7406409719980934, "velocity_minus_error_abs_cv_corr": -0.26062209339536657 }, "wall_s": 1.5115188881754875 }