{ "experiment": "A75 observation-conditioned Pareto ranker audit", "protocol": { "source_a64": "/home/jiachen/TRELLIS/experiments/nonorthogonal_gpt_orthoview/outputs/data_survey/vggt_spatial_adapter/support_guidance_a64_per_view_residual_decomposition_audit/analysis.json", "source_a65": "/home/jiachen/TRELLIS/experiments/nonorthogonal_gpt_orthoview/outputs/data_survey/vggt_spatial_adapter/support_guidance_a65_per_region_signed_residual_audit/analysis.json", "source_a73": "/home/jiachen/TRELLIS/experiments/nonorthogonal_gpt_orthoview/outputs/data_survey/vggt_spatial_adapter/support_guidance_a73_per_region_lambda_pareto/analysis.json", "source_a74": "/home/jiachen/TRELLIS/experiments/nonorthogonal_gpt_orthoview/outputs/data_survey/vggt_spatial_adapter/support_guidance_a74_loo_pareto_ranker_audit/analysis.json", "selection_uses_gt": false, "retrospective_validation_uses_gt": true, "candidate_space": "A73 per-region lambda candidates", "observation_features": [ "best_mvd_iter", "best_mvd_delta", "all_view_nonworse timing", "late_safe_signal", "early_mv_paradox_damage", "local_damage_flag", "conflict/visible abs residual deltas" ], "limitation": "A75 maps trajectory-level observation signals to A73 lambda candidates at case level. It is a retrospective bridge audit, not a true candidate-specific render evaluation for every lambda mesh." }, "aggregate": { "active_case_count": 3, "ten_case_count": 10, "rankers": { "a75_observation_diagnostic_prior": { "ranker": "a75_observation_diagnostic_prior", "selected_count": 3, "nonzero_count": 3, "pareto_selected_count": 3, "mean_delta_chamfer_10case": -0.00021071275096757325, "mean_delta_fscore_10case": 0.0012269111765245365, "mean_joint_score_10case": -0.00030886564508953617, "gap_to_a73_oracle_joint": 0.0, "gap_to_a53_reference_joint": 7.598458527211042e-05, "selected_candidates": { "gso_000_input4": { "candidate": "scalar_1.250", "target_label": "scalar_1.25", "lambdas": { "surface_improved": 1.25, "surface_conflict": 1.25, "surface_neutral": 1.25, "unobserved_closable": 1.25 }, "delta_chamfer_vs_carrier": -0.0004915772919945327, "delta_fscore_vs_carrier": -0.00437328029277656, "joint_score": -0.00014171486857240788, "on_pareto_front": true }, "gso_002_input4": { "candidate": "scalar_1.250", "target_label": "scalar_1.25", "lambdas": { "surface_improved": 1.25, "surface_conflict": 1.25, "surface_neutral": 1.25, "unobserved_closable": 1.25 }, "delta_chamfer_vs_carrier": -0.0013525748505217317, "delta_fscore_vs_carrier": 0.015246453821315398, "joint_score": -0.0025722911562269636, "on_pareto_front": true }, "gso_008_input4": { "candidate": "probe_v0.000_c0.750_r0.000", "target_label": "conflict_0.75", "lambdas": { "surface_improved": 0.0, "surface_conflict": 0.75, "surface_neutral": 0.0, "unobserved_closable": 0.0 }, "delta_chamfer_vs_carrier": -0.0002629753671594681, "delta_fscore_vs_carrier": 0.0013959382367065287, "joint_score": -0.00037465042609599044, "on_pareto_front": true } } }, "a75_observation_conservative_prior": { "ranker": "a75_observation_conservative_prior", "selected_count": 3, "nonzero_count": 3, "pareto_selected_count": 2, "mean_delta_chamfer_10case": -0.00018614602520538454, "mean_delta_fscore_10case": 0.0012224407911581748, "mean_joint_score_10case": -0.0002839412884980385, "gap_to_a73_oracle_joint": 2.4924356591497657e-05, "gap_to_a53_reference_joint": 0.00010090894186360808, "selected_candidates": { "gso_000_input4": { "candidate": "scalar_1.000", "target_label": "hard_lambda_1", "lambdas": { "surface_improved": 1.0, "surface_conflict": 1.0, "surface_neutral": 1.0, "unobserved_closable": 1.0 }, "delta_chamfer_vs_carrier": -0.0002459100343726456, "delta_fscore_vs_carrier": -0.004417984146440179, "joint_score": 0.00010752869734256874, "on_pareto_front": false }, "gso_002_input4": { "candidate": "scalar_1.250", "target_label": "scalar_1.25", "lambdas": { "surface_improved": 1.25, "surface_conflict": 1.25, "surface_neutral": 1.25, "unobserved_closable": 1.25 }, "delta_chamfer_vs_carrier": -0.0013525748505217317, "delta_fscore_vs_carrier": 0.015246453821315398, "joint_score": -0.0025722911562269636, "on_pareto_front": true }, "gso_008_input4": { "candidate": "probe_v0.000_c0.750_r0.000", "target_label": "conflict_0.75", "lambdas": { "surface_improved": 0.0, "surface_conflict": 0.75, "surface_neutral": 0.0, "unobserved_closable": 0.0 }, "delta_chamfer_vs_carrier": -0.0002629753671594681, "delta_fscore_vs_carrier": 0.0013959382367065287, "joint_score": -0.00037465042609599044, "on_pareto_front": true } } }, "a73_weak_proxy": { "ranker": "a73_weak_proxy", "selected_count": 3, "nonzero_count": 3, "pareto_selected_count": 0, "mean_delta_chamfer_10case": -8.858090957966635e-06, "mean_delta_fscore_10case": 0.0002588703647283558, "mean_joint_score_10case": -2.9567720136235098e-05, "gap_to_a73_oracle_joint": 0.0002792979249533011, "gap_to_a53_reference_joint": 0.0003552825102254115, "selected_candidates": { "gso_000_input4": { "candidate": "template_v0.350_c1.000_n0.700_u0.500", "target_label": "a73_weak_proxy", "lambdas": { "surface_improved": 0.35, "surface_conflict": 1.0, "surface_neutral": 0.7, "unobserved_closable": 0.5 }, "delta_chamfer_vs_carrier": 7.412520754446206e-05, "delta_fscore_vs_carrier": -0.0020922470471264054, "joint_score": 0.0002415049713145745, "on_pareto_front": false }, "gso_002_input4": { "candidate": "probe_v0.250_c0.750_r0.500", "target_label": "a73_weak_proxy", "lambdas": { "surface_improved": 0.25, "surface_conflict": 0.75, "surface_neutral": 0.5, "unobserved_closable": 0.5 }, "delta_chamfer_vs_carrier": -0.00016072670042127646, "delta_fscore_vs_carrier": 0.004680678456703502, "joint_score": -0.0005351809769575566, "on_pareto_front": false }, "gso_008_input4": { "candidate": "probe_v0.250_c0.750_r0.500", "target_label": "a73_weak_proxy", "lambdas": { "surface_improved": 0.25, "surface_conflict": 0.75, "surface_neutral": 0.5, "unobserved_closable": 0.5 }, "delta_chamfer_vs_carrier": -1.979416702851955e-06, "delta_fscore_vs_carrier": 2.7223770646123135e-07, "joint_score": -2.0011957193688534e-06, "on_pareto_front": false } } }, "a74_loo_linear_ranker": { "ranker": "a74_loo_linear_ranker", "selected_count": 3, "nonzero_count": 3, "pareto_selected_count": 1, "mean_delta_chamfer_10case": -8.342649668938857e-06, "mean_delta_fscore_10case": 0.000526318821946034, "mean_joint_score_10case": -5.044815542462158e-05, "gap_to_a73_oracle_joint": 0.00025841748966491456, "gap_to_a53_reference_joint": 0.00033440207493702504, "selected_candidates": { "gso_000_input4": { "candidate": "template_v0.000_c0.250_n0.000_u0.000", "target_label": "a74_loo_linear_ranker", "lambdas": { "surface_improved": 0.0, "surface_conflict": 0.25, "surface_neutral": 0.0, "unobserved_closable": 0.0 }, "delta_chamfer_vs_carrier": -1.6517501536125745e-05, "delta_fscore_vs_carrier": 0.0002714689146069982, "joint_score": -3.82350147046856e-05, "on_pareto_front": true }, "gso_002_input4": { "candidate": "template_v0.000_c0.250_n0.000_u0.000", "target_label": "a74_loo_linear_ranker", "lambdas": { "surface_improved": 0.0, "surface_conflict": 0.25, "surface_neutral": 0.0, "unobserved_closable": 0.0 }, "delta_chamfer_vs_carrier": -0.00018290534042341572, "delta_fscore_vs_carrier": 0.00447639849322734, "joint_score": -0.0005410172198816029, "on_pareto_front": false }, "gso_008_input4": { "candidate": "scalar_1.250", "target_label": "a74_loo_linear_ranker", "lambdas": { "surface_improved": 1.25, "surface_conflict": 1.25, "surface_neutral": 1.25, "unobserved_closable": 1.25 }, "delta_chamfer_vs_carrier": 0.0001159963452701529, "delta_fscore_vs_carrier": 0.0005153208116260022, "joint_score": 7.477068034007273e-05, "on_pareto_front": false } } }, "hard_lambda_1": { "ranker": "hard_lambda_1", "selected_count": 3, "nonzero_count": 3, "pareto_selected_count": 0, "mean_delta_chamfer_10case": -8.919863608208289e-05, "mean_delta_fscore_10case": 0.0007678604195963223, "mean_joint_score_10case": -0.00015062746964978867, "gap_to_a73_oracle_joint": 0.0001582381754397475, "gap_to_a53_reference_joint": 0.00023422276071185792, "selected_candidates": { "gso_000_input4": { "candidate": "scalar_1.000", "target_label": "hard_lambda_1", "lambdas": { "surface_improved": 1.0, "surface_conflict": 1.0, "surface_neutral": 1.0, "unobserved_closable": 1.0 }, "delta_chamfer_vs_carrier": -0.0002459100343726456, "delta_fscore_vs_carrier": -0.004417984146440179, "joint_score": 0.00010752869734256874, "on_pareto_front": false }, "gso_002_input4": { "candidate": "scalar_1.000", "target_label": "hard_lambda_1", "lambdas": { "surface_improved": 1.0, "surface_conflict": 1.0, "surface_neutral": 1.0, "unobserved_closable": 1.0 }, "delta_chamfer_vs_carrier": -0.0007109428880553853, "delta_fscore_vs_carrier": 0.010600440139579947, "joint_score": -0.001558978099221781, "on_pareto_front": false }, "gso_008_input4": { "candidate": "scalar_1.000", "target_label": "hard_lambda_1", "lambdas": { "surface_improved": 1.0, "surface_conflict": 1.0, "surface_neutral": 1.0, "unobserved_closable": 1.0 }, "delta_chamfer_vs_carrier": 6.486656160720194e-05, "delta_fscore_vs_carrier": 0.0014961482028234552, "joint_score": -5.482529461867447e-05, "on_pareto_front": false } } }, "a73_gt_oracle_upper_bound": { "ranker": "a73_gt_oracle_upper_bound", "selected_count": 3, "nonzero_count": 3, "pareto_selected_count": 3, "mean_delta_chamfer_10case": -0.00021071275096757325, "mean_delta_fscore_10case": 0.0012269111765245365, "mean_joint_score_10case": -0.00030886564508953617, "gap_to_a73_oracle_joint": 0.0, "gap_to_a53_reference_joint": 7.598458527211042e-05, "selected_candidates": { "gso_000_input4": { "candidate": "scalar_1.250", "target_label": "gt_oracle", "lambdas": { "surface_improved": 1.25, "surface_conflict": 1.25, "surface_neutral": 1.25, "unobserved_closable": 1.25 }, "delta_chamfer_vs_carrier": -0.0004915772919945327, "delta_fscore_vs_carrier": -0.00437328029277656, "joint_score": -0.00014171486857240788, "on_pareto_front": true }, "gso_002_input4": { "candidate": "scalar_1.250", "target_label": "gt_oracle", "lambdas": { "surface_improved": 1.25, "surface_conflict": 1.25, "surface_neutral": 1.25, "unobserved_closable": 1.25 }, "delta_chamfer_vs_carrier": -0.0013525748505217317, "delta_fscore_vs_carrier": 0.015246453821315398, "joint_score": -0.0025722911562269636, "on_pareto_front": true }, "gso_008_input4": { "candidate": "probe_v0.000_c0.750_r0.000", "target_label": "gt_oracle", "lambdas": { "surface_improved": 0.0, "surface_conflict": 0.75, "surface_neutral": 0.0, "unobserved_closable": 0.0 }, "delta_chamfer_vs_carrier": -0.0002629753671594681, "delta_fscore_vs_carrier": 0.0013959382367065287, "joint_score": -0.00037465042609599044, "on_pareto_front": true } } }, "a75_loo_observation_threshold_router": { "ranker": "a75_loo_observation_threshold_router", "selected_count": 3, "nonzero_count": 3, "pareto_selected_count": 2, "mean_delta_chamfer_10case": -0.00017792855809090625, "mean_delta_fscore_10case": 0.0012369321731362294, "mean_joint_score_10case": -0.0002768831319418046, "gap_to_a73_oracle_joint": 3.198251314773156e-05, "gap_to_a53_reference_joint": 0.00010796709841984198, "selected_candidates": { "gso_000_input4": { "candidate": "scalar_1.250", "target_label": "scalar_1.25", "lambdas": { "surface_improved": 1.25, "surface_conflict": 1.25, "surface_neutral": 1.25, "unobserved_closable": 1.25 }, "delta_chamfer_vs_carrier": -0.0004915772919945327, "delta_fscore_vs_carrier": -0.00437328029277656, "joint_score": -0.00014171486857240788, "on_pareto_front": true }, "gso_002_input4": { "candidate": "scalar_1.250", "target_label": "scalar_1.25", "lambdas": { "surface_improved": 1.25, "surface_conflict": 1.25, "surface_neutral": 1.25, "unobserved_closable": 1.25 }, "delta_chamfer_vs_carrier": -0.0013525748505217317, "delta_fscore_vs_carrier": 0.015246453821315398, "joint_score": -0.0025722911562269636, "on_pareto_front": true }, "gso_008_input4": { "candidate": "scalar_1.000", "target_label": "hard_lambda_1", "lambdas": { "surface_improved": 1.0, "surface_conflict": 1.0, "surface_neutral": 1.0, "unobserved_closable": 1.0 }, "delta_chamfer_vs_carrier": 6.486656160720194e-05, "delta_fscore_vs_carrier": 0.0014961482028234552, "joint_score": -5.482529461867447e-05, "on_pareto_front": false } } } }, "best_no_gt_ranker_by_joint": "a75_observation_diagnostic_prior", "best_no_gt_joint_score_10case": -0.00030886564508953617, "best_no_gt_gap_to_a73_oracle_joint": 0.0, "a75_diagnostic_matches_oracle_cases": 3, "a75_conservative_matches_oracle_cases": 2, "a75_loo_matches_oracle_cases": 2, "a74_loo_joint_score_10case": -5.044815542462158e-05, "a73_oracle_joint_score_10case": -0.00030886564508953617, "a73_weak_proxy_joint_score_10case": -2.9567720136235098e-05, "a73_hard_joint_score_10case": -0.00015062746964978867, "a53_reference_joint_score_10case": -0.0003848502303616466, "recommended_next_signal": "Observation-conditioned state can explain why gso002 prefers scalar overstep and gso008 prefers conflict-only, but LOO threshold routing remains underdetermined with only three active cases. The next step should materialize more active cases or move this observation state into sampler-time regional guidance." }, "case_summaries": [ { "case_id": "gso_000_input4", "observation": { "case_id": "gso_000_input4", "best_mvd_iter": 3, "best_mvd_delta": -5.641310541906058e-05, "best_mvd_local_damage": true, "best_mvd_all_view_nonworse": false, "best_mvd_conflict_abs_delta": -0.00017237412604031305, "best_mvd_visible_abs_delta": 0.0004229204812056034, "best_mvd_region_spread": 0.00023085900521989923, "all_view_first_iter": null, "all_view_last_iter": null, "late_safe_signal": false, "late_safe_iter": null, "early_mv_paradox_damage": false, "early_paradox_iter": null, "damage_ratio": 0.75, "mvd_improve_count": 3, "damage_given_mvd_improve_ratio": 1.0, "mid_observation_gain": true, "observation_state": "mid_mv_gain_without_late_safety" }, "diagnostic_target": "scalar_1.25", "conservative_target": "hard_lambda_1", "diagnostic_candidate": "scalar_1.250", "conservative_candidate": "scalar_1.000", "loo_candidate": "scalar_1.250", "oracle_candidate": "scalar_1.250", "diagnostic_matches_oracle": true, "conservative_matches_oracle": false, "loo_matches_oracle": true }, { "case_id": "gso_002_input4", "observation": { "case_id": "gso_002_input4", "best_mvd_iter": 4, "best_mvd_delta": -0.0012259286206140474, "best_mvd_local_damage": true, "best_mvd_all_view_nonworse": true, "best_mvd_conflict_abs_delta": 0.0004285256250320807, "best_mvd_visible_abs_delta": 0.0011254426449226057, "best_mvd_region_spread": 0.0016431048459693432, "all_view_first_iter": 2, "all_view_last_iter": 8, "late_safe_signal": true, "late_safe_iter": 8, "early_mv_paradox_damage": true, "early_paradox_iter": 2, "damage_ratio": 0.75, "mvd_improve_count": 8, "damage_given_mvd_improve_ratio": 0.75, "mid_observation_gain": true, "observation_state": "late_safe_global_gain" }, "diagnostic_target": "scalar_1.25", "conservative_target": "scalar_1.25", "diagnostic_candidate": "scalar_1.250", "conservative_candidate": "scalar_1.250", "loo_candidate": "scalar_1.250", "oracle_candidate": "scalar_1.250", "diagnostic_matches_oracle": true, "conservative_matches_oracle": true, "loo_matches_oracle": true }, { "case_id": "gso_008_input4", "observation": { "case_id": "gso_008_input4", "best_mvd_iter": 2, "best_mvd_delta": -0.0004980929098730019, "best_mvd_local_damage": true, "best_mvd_all_view_nonworse": false, "best_mvd_conflict_abs_delta": 0.0013316666301232058, "best_mvd_visible_abs_delta": -0.0007004858158546623, "best_mvd_region_spread": 0.0007308972402348546, "all_view_first_iter": 1, "all_view_last_iter": 1, "late_safe_signal": false, "late_safe_iter": null, "early_mv_paradox_damage": true, "early_paradox_iter": 1, "damage_ratio": 1.0, "mvd_improve_count": 5, "damage_given_mvd_improve_ratio": 1.0, "mid_observation_gain": false, "observation_state": "early_mv_gain_local_damage" }, "diagnostic_target": "conflict_0.75", "conservative_target": "conflict_0.75", "diagnostic_candidate": "probe_v0.000_c0.750_r0.000", "conservative_candidate": "probe_v0.000_c0.750_r0.000", "loo_candidate": "scalar_1.000", "oracle_candidate": "probe_v0.000_c0.750_r0.000", "diagnostic_matches_oracle": true, "conservative_matches_oracle": true, "loo_matches_oracle": false } ], "loo_details": [ { "heldout_case": "gso_000_input4", "train_cases": [ "gso_002_input4", "gso_008_input4" ], "train_mean_joint": -0.001473470791161477, "train_selected_candidates": { "gso_002_input4": "scalar_1.250", "gso_008_input4": "probe_v0.000_c0.750_r0.000" }, "params": { "use_late": false, "use_paradox": false, "use_mid": true, "late_target": "scalar_1.25", "paradox_target": "conflict_0.75", "mid_target": "scalar_1.25", "default_target": "conflict_0.75", "early_iter_max": 1, "mid_iter_min": 2 }, "heldout_observation_state": "mid_mv_gain_without_late_safety", "heldout_target": "scalar_1.25", "heldout_selected_candidate": "scalar_1.250", "heldout_delta_chamfer": -0.0004915772919945327, "heldout_delta_fscore": -0.00437328029277656, "heldout_joint": -0.00014171486857240788, "heldout_on_pareto_front": true }, { "heldout_case": "gso_002_input4", "train_cases": [ "gso_000_input4", "gso_008_input4" ], "train_mean_joint": -0.0002581826473341992, "train_selected_candidates": { "gso_000_input4": "scalar_1.250", "gso_008_input4": "probe_v0.000_c0.750_r0.000" }, "params": { "use_late": false, "use_paradox": false, "use_mid": true, "late_target": "scalar_1.25", "paradox_target": "conflict_0.75", "mid_target": "scalar_1.25", "default_target": "conflict_0.75", "early_iter_max": 1, "mid_iter_min": 2 }, "heldout_observation_state": "late_safe_global_gain", "heldout_target": "scalar_1.25", "heldout_selected_candidate": "scalar_1.250", "heldout_delta_chamfer": -0.0013525748505217317, "heldout_delta_fscore": 0.015246453821315398, "heldout_joint": -0.0025722911562269636, "heldout_on_pareto_front": true }, { "heldout_case": "gso_008_input4", "train_cases": [ "gso_000_input4", "gso_002_input4" ], "train_mean_joint": -0.0013570030123996857, "train_selected_candidates": { "gso_000_input4": "scalar_1.250", "gso_002_input4": "scalar_1.250" }, "params": { "use_late": false, "use_paradox": false, "use_mid": true, "late_target": "scalar_1.25", "paradox_target": "conflict_0.75", "mid_target": "scalar_1.25", "default_target": "hard_lambda_1", "early_iter_max": 1, "mid_iter_min": 2 }, "heldout_observation_state": "early_mv_gain_local_damage", "heldout_target": "hard_lambda_1", "heldout_selected_candidate": "scalar_1.000", "heldout_delta_chamfer": 6.486656160720194e-05, "heldout_delta_fscore": 0.0014961482028234552, "heldout_joint": -5.482529461867447e-05, "heldout_on_pareto_front": false } ], "conclusion": "Observation-conditioned descriptors are informative and can reproduce the A73 oracle under an all-case diagnostic prior, but leave-one-case-out routing is still unstable because there are only three active cases and no candidate-specific observation residuals." }