{ "seed": 584, "model": "two-layer scalar linear network f(x)=(a*b)x, x=1, target=4", "constraint": "loss(theta(s)) <= loss(theta(0)) + 1e-10", "core_check": { "start_loss": 0.0, "end_loss": 0.0, "endpoint_max_loss": 0.0, "dense_max_loss": 5.0625, "dense_peak_s": 0.5, "interior_violation": 5.0624999999, "analytic_midpoint_output": 6.25 }, "K_comparison": { "4": { "endpoint_only_accepts": true, "envelope_accepts": false, "sampled_max_violation": 5.0624999999, "sampled_max_loss": 5.0625, "sampled_peak_s": 0.5 }, "8": { "endpoint_only_accepts": true, "envelope_accepts": false, "sampled_max_violation": 5.0624999999, "sampled_max_loss": 5.0625, "sampled_peak_s": 0.5 }, "16": { "endpoint_only_accepts": true, "envelope_accepts": false, "sampled_max_violation": 5.0624999999, "sampled_max_loss": 5.0625, "sampled_peak_s": 0.5 }, "32": { "endpoint_only_accepts": true, "envelope_accepts": false, "sampled_max_violation": 5.0624999999, "sampled_max_loss": 5.0625, "sampled_peak_s": 0.5 } }, "largest_feasible_fraction": { "8": 1.1166540900831023e-06, "16": 1.1166540900831023e-06, "32": 1.1166540900831023e-06 }, "50_identical_candidate_trials": { "endpoint_only_accepted": 50, "robust_envelope_accepted": 0 }, "interpretation": "Endpoint rule accepts the weight swap, while every envelope grid detects its interior loss spike; K=8,16,32 agree on rejection and similar halving threshold." }