Fractional Boundary-Factored Neural Solver / results.json
Beats tuned baseline
1{
2 "device": "cuda",
3 "seed": 17,
4 "a": 0.75,
5 "s": 0.1,
6 "lambda_g": 0.01,
7 "math_check": {
8 "unweighted_uprime_log_slope": -0.24946575112488786,
9 "expected_unweighted_slope": -0.25,
10 "weighted_vprime_log_slope": 0.3500000000000001,
11 "expected_weighted_slope": 0.35,
12 "weighted_growth_across_range": 25.118864315095795,
13 "weighted_decreases_to_boundary": true
14 },
15 "baseline": {
16 "loss_checkpoints": [
17 0.4792192876338959,
18 0.1487267166376114,
19 0.001575430971570313,
20 0.0015547194052487612,
21 0.0012692735763266683
22 ],
23 "relative_L2": 0.07786498218774796,
24 "boundary_strip_relative_L2": 0.421280175447464,
25 "boundary_strip_max_abs": 0.04930225759744644,
26 "seconds": 12.165077924728394
27 },
28 "idea": {
29 "loss_checkpoints": [
30 0.20692113041877747,
31 0.0032664837781339884,
32 0.0038140416145324707,
33 0.0034152218140661716,
34 0.00281201908364892
35 ],
36 "relative_L2": 0.09769303351640701,
37 "boundary_strip_relative_L2": 0.15979965031147003,
38 "boundary_strip_max_abs": 0.018316134810447693,
39 "seconds": 16.937153339385986
40 },
41 "idea_minus_baseline_relative_L2": 0.019828051328659058,
42 "idea_minus_baseline_boundary_strip": -0.26148052513599396
43}