{ "experiment": "Similarity vs Correlation vs Predictability shared information definitions", "seed": 42, "device": "cuda", "sample_count": 100, "video_id_count": 37, "fold_count": 5, "grouped_by": "video_id/group_id", "grid_size": 50, "frozen_temporal_model": "M4_sourceTime fold checkpoints", "source_features": { "text": 768, "audio": 25, "vision": 192 }, "gcca_pca_components": { "text": 64, "audio": 24, "vision": 64 }, "gcca_shared_dimension": 32, "predictive_contexts": { "same_slot": 0, "local_pm1": 1 }, "predictive_ridge_alphas": [ 1.0, 10.0, 100.0 ], "predictive_ridge_solver": "cholesky", "predictive_shift_slots": [ -5, -4, -3, -2, -1, 0, 1, 2, 3, 4, 5 ], "within_video_shuffle_repeats": 20, "dimension_matched_per_slot": 256, "dimension_matched_clip": 1280, "emotion_probe": { "classification": "StandardScaler + LogisticRegression(C=0.05, max_iter=5000)", "regression": "StandardScaler + Ridge(alpha=25), clipped to [-3, 3]", "temporal_pooling": "50 slots to five consecutive 10-slot mean bins", "emotion_labels_used_for_representation_learning": false }, "paired_video_bootstrap_repeats": 2000, "multiple_comparison_correction": false, "predictive_eval_core_slots": [ 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43 ], "predictive_shift_metric": "video_id-macro mean MSE; core slots 6-43", "private_residual_alpha_selection": "reuse the selected original-target alpha; no separate residual alpha search" }