Spectral-Pole-Tuned Decentralized Optimizer / results.json
Mechanism failed
1{
2 "pole_convention_sweep": [
3 {
4 "lambdaN_over_lambda2": 1,
5 "paper_predicted_gamma": 0.6,
6 "paper_measured_radius": 0.6000000000000001,
7 "paper_abs_error": 1.1102230246251565e-16,
8 "paper_worst_lambda": 1.0,
9 "idea_predicted_gamma": 0.6,
10 "idea_measured_radius": 0.6000000000000001,
11 "idea_abs_error": 1.1102230246251565e-16,
12 "idea_worst_lambda": 1.0
13 },
14 {
15 "lambdaN_over_lambda2": 2,
16 "paper_predicted_gamma": 0.7355040625237562,
17 "paper_measured_radius": 0.7355040625237562,
18 "paper_abs_error": 0.0,
19 "paper_worst_lambda": 1.0,
20 "idea_predicted_gamma": 0.447213595499958,
21 "idea_measured_radius": 2.6271371873297307,
22 "idea_abs_error": 2.179923591829773,
23 "idea_worst_lambda": 2.0
24 },
25 {
26 "lambdaN_over_lambda2": 5,
27 "paper_predicted_gamma": 0.8639600347330562,
28 "paper_measured_radius": 0.8639600347330562,
29 "paper_abs_error": 0.0,
30 "paper_worst_lambda": 1.0,
31 "idea_predicted_gamma": 0.2609633613715236,
32 "idea_measured_radius": 9.125956412175452,
33 "idea_abs_error": 8.864993050803928,
34 "idea_worst_lambda": 5.0
35 },
36 {
37 "lambdaN_over_lambda2": 10,
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39 "paper_measured_radius": 0.9230769230769231,
40 "paper_abs_error": 0.0,
41 "paper_worst_lambda": 1.0,
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43 "idea_measured_radius": 20.089746039960303,
44 "idea_abs_error": 19.933335881558715,
45 "idea_worst_lambda": 10.0
46 },
47 {
48 "lambdaN_over_lambda2": 30,
49 "paper_predicted_gamma": 0.9711241737496669,
50 "paper_measured_radius": 0.9711241737496669,
51 "paper_abs_error": 0.0,
52 "paper_worst_lambda": 1.0,
53 "idea_predicted_gamma": 0.06076745372559669,
54 "idea_measured_radius": 63.11397411398988,
55 "idea_abs_error": 63.05320666026429,
56 "idea_worst_lambda": 30.0
57 },
58 {
59 "lambdaN_over_lambda2": 100,
60 "paper_predicted_gamma": 0.9907257547496702,
61 "paper_measured_radius": 0.9907257547496702,
62 "paper_abs_error": 0.0,
63 "paper_worst_lambda": 1.0,
64 "idea_predicted_gamma": 0.019422899696788083,
65 "idea_measured_radius": 209.4818274049749,
66 "idea_abs_error": 209.4624045052781,
67 "idea_worst_lambda": 100.0
68 }
69 ],
70 "paper_endpoint_prediction": [
71 {
72 "ratio": 2,
73 "predicted_gamma": 0.7355040625237562,
74 "radius_lambda2": 0.7355040625237562,
75 "radius_lambdaN": 0.7355040625237559
76 },
77 {
78 "ratio": 5,
79 "predicted_gamma": 0.8639600347330562,
80 "radius_lambda2": 0.8639600347330562,
81 "radius_lambdaN": 0.8639600347330558
82 },
83 {
84 "ratio": 10,
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86 "radius_lambda2": 0.9230769230769231,
87 "radius_lambdaN": 0.9230769230769218
88 },
89 {
90 "ratio": 30,
91 "predicted_gamma": 0.9711241737496669,
92 "radius_lambda2": 0.9711241737496669,
93 "radius_lambdaN": 0.9711241737496661
94 }
95 ],
96 "epsilon_scaling_prediction": [
97 {
98 "lambda2": 0.5,
99 "lambdaN": 5,
100 "epsilon": 0.3076923076923075,
101 "epsilon_times_lambda2": 0.15384615384615374,
102 "alpha": 0.07692307692307687,
103 "gamma": 0.9230769230769231
104 },
105 {
106 "lambda2": 1,
107 "lambdaN": 10,
108 "epsilon": 0.15384615384615374,
109 "epsilon_times_lambda2": 0.15384615384615374,
110 "alpha": 0.07692307692307687,
111 "gamma": 0.9230769230769231
112 },
113 {
114 "lambda2": 2,
115 "lambdaN": 20,
116 "epsilon": 0.07692307692307687,
117 "epsilon_times_lambda2": 0.15384615384615374,
118 "alpha": 0.07692307692307687,
119 "gamma": 0.9230769230769231
120 },
121 {
122 "lambda2": 4,
123 "lambdaN": 40,
124 "epsilon": 0.038461538461538436,
125 "epsilon_times_lambda2": 0.15384615384615374,
126 "alpha": 0.07692307692307687,
127 "gamma": 0.9230769230769231
128 }
129 ],
130 "lower_bound_prediction": [
131 {
132 "epsilon_over_lower_bound": 0.5,
133 "radius": 0.9706179991346073,
134 "predicted_at_or_below_gamma": false,
135 "worst_lambda": 1.0
136 },
137 {
138 "epsilon_over_lower_bound": 0.8,
139 "radius": 0.9430882346825804,
140 "predicted_at_or_below_gamma": false,
141 "worst_lambda": 1.0
142 },
143 {
144 "epsilon_over_lower_bound": 1.0,
145 "radius": 0.9230769230769231,
146 "predicted_at_or_below_gamma": true,
147 "worst_lambda": 1.0
148 },
149 {
150 "epsilon_over_lower_bound": 1.2,
151 "radius": 1.263417607761387,
152 "predicted_at_or_below_gamma": false,
153 "worst_lambda": 10.0
154 }
155 ],
156 "quadratic_comparison": {
157 "graph_lambda2": 0.15224093497742652,
158 "graph_lambdaN": 3.847759065022573,
159 "baseline_final_loss": 0.20385561609981762,
160 "baseline_finite": true,
161 "paper_tuned_final_loss": 0.23949067010736508,
162 "paper_tuned_finite": true,
163 "idea_literal_final_loss": 1.2129031663279131e+101,
164 "idea_literal_finite": true
165 },
166 "conclusion": "The authoritative idea reverses the paper theorem kappa definition; literal gains are unstable for condition number > 1."
167}