Стенд-проверка (stage-2) · промт оператора:

(универсальный)

Ответ агента:

{ "worked": false, "confidence": 9, "verdict": "Implemented Fourier-sector recurrent-gradient damping for the registered dynamics/rnn_small benchmark, matched against global gradient clipping on the same GRU and task. The idea slightly lowered mean MSE, but the paired permutation test was non-significant (p=0.78655), and the trained-model mechanism signature had 0/8 sector agreement. Therefore this transfer does not establish a real win.", "metrics": { "baseline": "Best global clipping lr=0.01, clip=1.0: mean test MSE 0.00967748 over 8 seeds.", "idea": "Best Fourier-sector damping lr=0.01, margin0=0.20: mean test MSE 0.00932742 over 8 seeds; paired delta -0.00035005, p=0.78655." }, "bench_report": { "bench_version": 1, "track": "dynamics", "model": "rnn_small", "metric_direction": "lower is better", "n_seeds": 8, "baseline": { "best_cfg": { "lr": 0.01, "clip": 1.0 }, "sweep": [ { "cfg": { "lr": 0.001, "clip": 0.5 }, "mean": 0.25846289470791817 }, { "cfg": { "lr": 0.001, "clip": 1.0 }, "mean": 0.2586120665073395 }, { "cfg": { "lr": 0.001, "clip": 5.0 }, "mean": 0.264630239456892 }, { "cfg": { "lr": 0.003, "clip": 0.5 }, "mean": 0.010474085924215615 }, { "cfg": { "lr": 0.003, "clip": 1.0 }, "mean": 0.009937021299265325 }, { "cfg": { "lr": 0.003, "clip": 5.0 }, "mean": 0.012804438127204776 }, { "cfg": { "lr": 0.01, "clip": 0.5 }, "mean": 0.011152858496643603 }, { "cfg": { "lr": 0.01, "clip": 1.0 }, "mean": 0.00783492624759674 }, { "cfg": { "lr": 0.01, "clip": 5.0 }, "mean": 0.008992245304398239 } ], "full": { "mean": 0.009677478694356978, "std": 0.0029150067189096305, "per_seed": [ 0.010251475498080254, 0.005092725623399019, 0.009792184457182884, 0.006203319411724806, 0.008501410484313965, 0.010244788601994514, 0.014377173036336899, 0.012956752441823483 ], "n": 8 } }, "idea": { "mean": 0.009327424864750355, "std": 0.004120870426856388, "per_seed": [ 0.01298802811652422, 0.0055983662605285645, 0.01386063452810049, 0.00352195231243968, 0.00725489342585206, 0.0069480095990002155, 0.00851170253008604, 0.015935812145471573 ], "n": 8 }, "comparison": { "delta_mean": -0.00035005382960662246, "idea_wins": 4, "n_pairs": 8, "per_seed_diffs": [ 0.002736552618443966, 0.0005056406371295452, 0.004068450070917606, -0.0026813670992851257, -0.0012465170584619045, -0.003296779002994299, -0.005865470506250858, 0.0029790597036480904 ], "p_value": 0.78655, "mde": 0.0029343297181013495, "mde_rel_pct": 30.321221164892698, "verdict": "no significant win", "system_worked": false }, "mechanism_signature": { "prediction": "smallest Fourier recurrent margin predicts dominant hidden-channel Fourier sector", "agreement_fraction": 0.0, "confirmed": false, "predicted_vs_observed": [ { "seed": 0, "predicted_sector": 5, "observed_sector": 29 }, { "seed": 1, "predicted_sector": 56, "observed_sector": 20 }, { "seed": 2, "predicted_sector": 62, "observed_sector": 14 }, { "seed": 3, "predicted_sector": 22, "observed_sector": 26 }, { "seed": 4, "predicted_sector": 16, "observed_sector": 2 }, { "seed": 5, "predicted_sector": 59, "observed_sector": 18 }, { "seed": 6, "predicted_sector": 37, "observed_sector": 30 }, { "seed": 7, "predicted_sector": 8, "observed_sector": 0 } ] }, "protocol": { "paired_seeds": [ 0, 1, 2, 3, 4, 5, 6, 7 ], "baseline_sweep_seeds": [ 0, 1, 2, 3 ], "epochs": 5, "batch": 128, "baseline_grid_lrs": [ 0.001, 0.003, 0.01 ], "baseline_clip_grid": [ 0.5, 1.0, 5.0 ], "idea_margin0_grid": [ 0.2 ] } }, "how_to_run": "/home/maxwelhelp/main/bin/python3 bench_stage2.py", "files": [ "bench_stage2.py", "bench_report.json", "bench_run.log" ], "limitations": "The benchmark was reduced to 400 training and 200 test examples and 5 epochs to fit the runtime budget, rather than the README example's 4000/1000 and 30 epochs. The built-in GRU is not cyclic-equivariant, so the hidden-channel Fourier decomposition is only a diagnostic proxy, not an exact symmetry restriction. No learned one-period Jacobian-vector-product or Kuramoto-ring experiment was run.", "system_verdict": "failed", "practical_verdict": "inconclusive", "mechanism_ok": 0, "system_judged": true }