Spectral Memory-Lift Ensemble / results.json
Beats tuned baseline
1{
2 "seed": 1355,
3 "kernel_check": {
4 "max_abs_error": 5.551115123125783e-17,
5 "observed": [
6 0.27999999999999997,
7 0.22400000000000003,
8 0.17920000000000003,
9 0.14336000000000004,
10 0.11468800000000004,
11 0.09175040000000002,
12 0.07340032000000003
13 ],
14 "predicted": [
15 0.27999999999999997,
16 0.22399999999999998,
17 0.17920000000000003,
18 0.14336000000000002,
19 0.11468800000000004,
20 0.09175040000000005,
21 0.07340032000000005
22 ]
23 },
24 "stability_check": {
25 "rho_M0": 0.5315072906367325,
26 "predicted_gamma_boundary": 1.8814417367671945,
27 "rows": [
28 {
29 "gamma": 0.7525766947068778,
30 "rho": 0.4,
31 "ratio": 0.40038240437125333,
32 "stable": true
33 },
34 {
35 "gamma": 0.9407208683835973,
36 "rho": 0.5,
37 "ratio": 0.5004780054640667,
38 "stable": true
39 },
40 {
41 "gamma": 1.1288650420603168,
42 "rho": 0.6,
43 "ratio": 0.60057360655688,
44 "stable": true
45 },
46 {
47 "gamma": 1.3170092157370363,
48 "rho": 0.7000000000000001,
49 "ratio": 0.7006692076496934,
50 "stable": true
51 },
52 {
53 "gamma": 1.5051533894137556,
54 "rho": 0.8,
55 "ratio": 0.8007648087425067,
56 "stable": true
57 },
58 {
59 "gamma": 1.693297563090475,
60 "rho": 0.8999999999999998,
61 "ratio": 0.9008604098353199,
62 "stable": true
63 },
64 {
65 "gamma": 1.8814417367671945,
66 "rho": 1.0,
67 "ratio": 1.0009560109281335,
68 "stable": false
69 },
70 {
71 "gamma": 2.069585910443914,
72 "rho": 1.0999999999999996,
73 "ratio": 1.1010516120209468,
74 "stable": false
75 },
76 {
77 "gamma": 2.2577300841206336,
78 "rho": 1.1999999999999997,
79 "ratio": 1.2011472131137602,
80 "stable": false
81 },
82 {
83 "gamma": 2.445874257797353,
84 "rho": 1.3,
85 "ratio": 1.3012428142065733,
86 "stable": false
87 },
88 {
89 "gamma": 2.634018431474072,
90 "rho": 1.4,
91 "ratio": 1.4013384152993862,
92 "stable": false
93 },
94 {
95 "gamma": 2.8221626051507918,
96 "rho": 1.5,
97 "ratio": 1.5014340163921998,
98 "stable": false
99 },
100 {
101 "gamma": 3.0103067788275113,
102 "rho": 1.6,
103 "ratio": 1.6015296174850135,
104 "stable": false
105 }
106 ],
107 "closest_observed": {
108 "gamma": 1.8814417367671945,
109 "rho": 1.0,
110 "ratio": 1.0009560109281335,
111 "stable": false
112 }
113 },
114 "timescale_check": [
115 {
116 "rho": 0.5,
117 "predicted_tau": 1.4426950408889634,
118 "fitted_tau": 1.4426950408889625,
119 "predicted_half_life": 1.0,
120 "observed_half_life": 1
121 },
122 {
123 "rho": 0.7,
124 "predicted_tau": 2.8036732520571284,
125 "fitted_tau": 2.8036732520571266,
126 "predicted_half_life": 1.9433582098747315,
127 "observed_half_life": 2
128 },
129 {
130 "rho": 0.8,
131 "predicted_tau": 4.481420117724551,
132 "fitted_tau": 4.481420117724548,
133 "predicted_half_life": 3.1062837195053903,
134 "observed_half_life": 3
135 },
136 {
137 "rho": 0.9,
138 "predicted_tau": 9.491221581029905,
139 "fitted_tau": 9.4912215810299,
140 "predicted_half_life": 6.578813478960585,
141 "observed_half_life": 7
142 },
143 {
144 "rho": 0.97,
145 "predicted_tau": 32.83079510529056,
146 "fitted_tau": 32.83079510529055,
147 "predicted_half_life": 22.75657306277341,
148 "observed_half_life": 23
149 },
150 {
151 "rho": 0.99,
152 "predicted_tau": 99.49916247342207,
153 "fitted_tau": 99.49916247342203,
154 "predicted_half_life": 68.96756393652842,
155 "observed_half_life": 69
156 }
157 ],
158 "mini_experiment": [
159 {
160 "model": "SingleExponential",
161 "train_mse": 0.29013532400131226,
162 "validation_mse": 0.29537931084632874,
163 "max_state_or_output_norm": 1.0720000267028809
164 },
165 {
166 "model": "SpectralMemoryLift",
167 "train_mse": 0.06976231187582016,
168 "validation_mse": 0.07237090915441513,
169 "max_state_or_output_norm": 5.70432186126709
170 }
171 ]
172}