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| "slope_sign_negative": true, |
| "spearman_mse_vs_elbo": -1.0, |
| "true_MI_nats": 3.295836866004329, |
| "I_LB_at_optimal_decoder_nats": 3.2912529417934726, |
| "bound_holds_I_LB_le_MI": true, |
| "bound_gap_nats": 0.004583924210856516, |
| "I_LB_suboptimal_decoder_nats": 1.792422155302205, |
| "worse_decoder_is_looser": true, |
| "control_laplace_affine_max_abs_dev_nats": 2.691125844709986 |
| }, |
| "B_independence": { |
| "TC_identity_max_abs_dev_nats": 2.6645352591003757e-15, |
| "TC_at_rho_0": 0.0, |
| "TC_at_rho_0.9": 7.065110651401988, |
| "TC_monotone_in_rho": true, |
| "pearson_Ldiv_vs_TC": 0.9995154920006596, |
| "affine_fit_Ldiv_vs_TC_slope": 0.925398438812194, |
| "affine_fit_Ldiv_vs_TC_max_abs_resid_nats": 0.27941074620311035, |
| "Ldiv_range_nats": 8.566508280660617, |
| "spearman_Ldiv_vs_TC": 0.9998123827392121, |
| "Ldiv_at_rho_0": -16.5818135856591, |
| "Ldiv_at_rho_0.95": -8.044056893650616, |
| "Ldiv_increases_with_redundancy": true, |
| "Ldiv_orthogonal_tokens": -16.697549079582547, |
| "Ldiv_collapsed_tokens": -3.120137951768286, |
| "orthogonal_is_the_minimiser": true, |
| "Ldiv_random_tokens_mean": -16.589238607313284, |
| "orthogonal_beats_random": true, |
| "sylvester_abs_dev": 7.105427357601002e-15, |
| "control_gaussian_TC_gauss_formula": 0.764297731299674, |
| "control_gaussian_TC_knn_estimate": 0.7807934429302339, |
| "control_gaussian_abs_error": 0.01649571163055985, |
| "control_uniform_TC_gauss_formula": 0.772922784316371, |
| "control_uniform_TC_knn_estimate": 1.0592673578233711, |
| "control_uniform_abs_error": 0.28634457350700016, |
| "control_student_t3_TC_gauss_formula": 0.7257800149072109, |
| "control_student_t3_TC_knn_estimate": 0.9149427687286575, |
| "control_student_t3_abs_error": 0.18916275382144665 |
| } |
| } |
