researchcodebench

uvx harbor run -d researchcodebench@1.0 -t gps_gumbel_distribution_similarity_transformation

uvx harbor run -d researchcodebench@1.0 -t gps_pairwise_expansion

uvx harbor run -d researchcodebench@1.0 -t grid-cell-conformal-isometry__dx_to_theta_id_dr

uvx harbor run -d researchcodebench@1.0 -t grid-cell-conformal-isometry_activity_metrics

uvx harbor run -d researchcodebench@1.0 -t grid-cell-conformal-isometry_apply_additive_transformation

uvx harbor run -d researchcodebench@1.0 -t grid-cell-conformal-isometry_apply_nonlinear_transform

uvx harbor run -d researchcodebench@1.0 -t grid-cell-conformal-isometry_apply_transformation

uvx harbor run -d researchcodebench@1.0 -t grid-cell-conformal-isometry_calculate_distance_preservation

uvx harbor run -d researchcodebench@1.0 -t grid-cell-conformal-isometry_compute_neural_representations

uvx harbor run -d researchcodebench@1.0 -t grid-cell-conformal-isometry_compute_transformation_error

uvx harbor run -d researchcodebench@1.0 -t grid-cell-conformal-isometry_compute_transformation_matrix

uvx harbor run -d researchcodebench@1.0 -t grid-cell-conformal-isometry_conformal_isometry_loss

uvx harbor run -d researchcodebench@1.0 -t grid-cell-conformal-isometry_linear_transformation

uvx harbor run -d researchcodebench@1.0 -t grid-cell-conformal-isometry_nonlinear_transformation_1

uvx harbor run -d researchcodebench@1.0 -t grid-cell-conformal-isometry_prepare_displacement

uvx harbor run -d researchcodebench@1.0 -t grid-cell-conformal-isometry_prepare_inputs

uvx harbor run -d researchcodebench@1.0 -t grid-cell-conformal-isometry_transformation_loss

uvx harbor run -d researchcodebench@1.0 -t hyla_mlp_linear

uvx harbor run -d researchcodebench@1.0 -t hyla_mlp_relu

uvx harbor run -d researchcodebench@1.0 -t hyla_rms_head

uvx harbor run -d researchcodebench@1.0 -t len_combine_gradients

uvx harbor run -d researchcodebench@1.0 -t len_compute_gradients

uvx harbor run -d researchcodebench@1.0 -t len_compute_schur_decomposition

uvx harbor run -d researchcodebench@1.0 -t len_construct_jacobian_matrix

uvx harbor run -d researchcodebench@1.0 -t len_gamma_update_function

uvx harbor run -d researchcodebench@1.0 -t len_gradient_descent_ascent_field

uvx harbor run -d researchcodebench@1.0 -t len_initialize_variables

uvx harbor run -d researchcodebench@1.0 -t len_jacobian_computation

uvx harbor run -d researchcodebench@1.0 -t len_lazy_extra_newton

uvx harbor run -d researchcodebench@1.0 -t len_main_iteration_loop

uvx harbor run -d researchcodebench@1.0 -t len_split_input_and_compute_norm

uvx harbor run -d researchcodebench@1.0 -t len_split_input_vector

uvx harbor run -d researchcodebench@1.0 -t len_track_metrics

uvx harbor run -d researchcodebench@1.0 -t len_update_steps

uvx harbor run -d researchcodebench@1.0 -t llm-sci-use_ai_text_probabilities

uvx harbor run -d researchcodebench@1.0 -t llm-sci-use_alpha_estimation

uvx harbor run -d researchcodebench@1.0 -t llm-sci-use_alpha_optimization

uvx harbor run -d researchcodebench@1.0 -t llm-sci-use_bootstrap_inference

uvx harbor run -d researchcodebench@1.0 -t llm-sci-use_bootstrap_sampling

uvx harbor run -d researchcodebench@1.0 -t llm-sci-use_confidence_interval_calculation

uvx harbor run -d researchcodebench@1.0 -t llm-sci-use_data_loading

uvx harbor run -d researchcodebench@1.0 -t llm-sci-use_data_preprocessing

uvx harbor run -d researchcodebench@1.0 -t llm-sci-use_human_text_probabilities

uvx harbor run -d researchcodebench@1.0 -t llm-sci-use_inference_pipeline

uvx harbor run -d researchcodebench@1.0 -t llm-sci-use_loading_token_probabilities

uvx harbor run -d researchcodebench@1.0 -t llm-sci-use_log_likelihood_optimization

uvx harbor run -d researchcodebench@1.0 -t llm-sci-use_mixture_log_likelihood_calculation

uvx harbor run -d researchcodebench@1.0 -t llm-sci-use_precompute_probabilities

uvx harbor run -d researchcodebench@1.0 -t llm-sci-use_token_distribution_computation

uvx harbor run -d researchcodebench@1.0 -t minp_apply_filter_to_scores

uvx harbor run -d researchcodebench@1.0 -t minp_convert_logits_to_probabilities

uvx harbor run -d researchcodebench@1.0 -t minp_ensure_minimum_tokens_are_kept

uvx harbor run -d researchcodebench@1.0 -t minp_find_maximum_probability_token

uvx harbor run -d researchcodebench@1.0 -t minp_identify_tokens_to_remove

uvx harbor run -d researchcodebench@1.0 -t minp_min-p_sampling

uvx harbor run -d researchcodebench@1.0 -t minp_scale_min_p_threshold

uvx harbor run -d researchcodebench@1.0 -t optimalsteps_dynamic_programming_1

uvx harbor run -d researchcodebench@1.0 -t optimalsteps_dynamic_programming_2

uvx harbor run -d researchcodebench@1.0 -t optimalsteps_dynamic_programming_3

uvx harbor run -d researchcodebench@1.0 -t optimalsteps_dynamic_programming_4

uvx harbor run -d researchcodebench@1.0 -t optimalsteps_dynamic_programming_for_each_sample

uvx harbor run -d researchcodebench@1.0 -t optimalsteps_dynamic_programming_initialization_for_each_sample

uvx harbor run -d researchcodebench@1.0 -t optimalsteps_dynamic_programming_search

uvx harbor run -d researchcodebench@1.0 -t optimalsteps_dynamic_programming_traceback

uvx harbor run -d researchcodebench@1.0 -t optimalsteps_search_oss_function

uvx harbor run -d researchcodebench@1.0 -t optimalsteps_teacher_trajectory_computation

uvx harbor run -d researchcodebench@1.0 -t optimalsteps_teacher_trajectory_computation_for_each_timestep

uvx harbor run -d researchcodebench@1.0 -t repa-e_check1

uvx harbor run -d researchcodebench@1.0 -t repa-e_check2

uvx harbor run -d researchcodebench@1.0 -t repa-e_sit_loss

uvx harbor run -d researchcodebench@1.0 -t repa-e_sitbatchnorm_eps_is_set_to_1e-4

uvx harbor run -d researchcodebench@1.0 -t repa-e_vae_loss

uvx harbor run -d researchcodebench@1.0 -t schedule_free_averaging_update

uvx harbor run -d researchcodebench@1.0 -t schedule_free_averaging_update_and_interpolation

uvx harbor run -d researchcodebench@1.0 -t schedule_free_bias_correction

uvx harbor run -d researchcodebench@1.0 -t schedule_free_decay_the_first_and_second_moment_running_average_coefficient

uvx harbor run -d researchcodebench@1.0 -t schedule_free_denom

uvx harbor run -d researchcodebench@1.0 -t schedule_free_dynamic_weighting

uvx harbor run -d researchcodebench@1.0 -t schedule_free_dynamic_weighting_and_averaging

uvx harbor run -d researchcodebench@1.0 -t schedule_free_gradient_evaluation_interpolation

uvx harbor run -d researchcodebench@1.0 -t schedule_free_learning_rate

uvx harbor run -d researchcodebench@1.0 -t schedule_free_moment_running_average_coefficient

uvx harbor run -d researchcodebench@1.0 -t schedule_free_step

uvx harbor run -d researchcodebench@1.0 -t schedule_free_warmup_schedule

uvx harbor run -d researchcodebench@1.0 -t schedule_free_weight_decay

uvx harbor run -d researchcodebench@1.0 -t schedule_free_z_update

uvx harbor run -d researchcodebench@1.0 -t semanticist_apply_embedding_masks

uvx harbor run -d researchcodebench@1.0 -t semanticist_decode_multiple_tokens

uvx harbor run -d researchcodebench@1.0 -t semanticist_decode_single_token

uvx harbor run -d researchcodebench@1.0 -t semanticist_generate_main_function

uvx harbor run -d researchcodebench@1.0 -t semanticist_generate_remaining_tokens

uvx harbor run -d researchcodebench@1.0 -t semanticist_get_cfg_scale

uvx harbor run -d researchcodebench@1.0 -t semanticist_initialize_sequence

uvx harbor run -d researchcodebench@1.0 -t semanticist_prefill_initial_tokens

uvx harbor run -d researchcodebench@1.0 -t semanticist_prefill_sequence

uvx harbor run -d researchcodebench@1.0 -t semanticist_setup_conditions

uvx harbor run -d researchcodebench@1.0 -t semanticist_setup_sequence_parameters

uvx harbor run -d researchcodebench@1.0 -t siss_compute_loss_terms

uvx harbor run -d researchcodebench@1.0 -t siss_create_defensive_mixture

uvx harbor run -d researchcodebench@1.0 -t siss_double_forward_passes