Auto-sync: 2026-06-28 21:57:10
Browse files- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_k4_fieldsoftmax_grid_safe_margin0p05_noopbonus0p03_summary.json +337 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_k4_fieldsoftmax_grid_safe_margin0p05_noopbonus0p03_summary.md +19 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_k4_fieldsoftmax_grid_safe_margin0p10_noopbonus0p03_summary.json +337 -0
- results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_k4_fieldsoftmax_grid_safe_margin0p10_noopbonus0p03_summary.md +19 -0
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_k4_fieldsoftmax_grid_safe_margin0p05_noopbonus0p03_summary.json
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| 1 |
+
{
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| 2 |
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| 3 |
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| 4 |
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{
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{
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|
| 181 |
+
"restore_max_error": 2.384185791015625e-07
|
| 182 |
+
},
|
| 183 |
+
"PickCube-v1": {
|
| 184 |
+
"action_mse_to_best": 0.3315969341758477,
|
| 185 |
+
"expert_success_rate": 0.9402173913043478,
|
| 186 |
+
"num_groups": 184,
|
| 187 |
+
"oracle_success_rate": 0.9456521739130435,
|
| 188 |
+
"policy_expert_regret": 1.0729579917742345,
|
| 189 |
+
"policy_oracle_regret": 1.0729819962491647,
|
| 190 |
+
"policy_rollout_progress": 0.5722438574505403,
|
| 191 |
+
"policy_rollout_success_rate": 0.29347826086956524,
|
| 192 |
+
"restore_max_error": 2.384185791015625e-07
|
| 193 |
+
},
|
| 194 |
+
"PullCube-v1": {
|
| 195 |
+
"action_mse_to_best": 0.5645604024788267,
|
| 196 |
+
"expert_success_rate": 0.25,
|
| 197 |
+
"num_groups": 76,
|
| 198 |
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"oracle_success_rate": 0.40789473684210525,
|
| 199 |
+
"policy_expert_regret": 0.2969187604704578,
|
| 200 |
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"policy_oracle_regret": 0.5448774912786719,
|
| 201 |
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"policy_rollout_progress": 0.28509269872876375,
|
| 202 |
+
"policy_rollout_success_rate": 0.17105263157894737,
|
| 203 |
+
"restore_max_error": 2.384185791015625e-07
|
| 204 |
+
},
|
| 205 |
+
"PushCube-v1": {
|
| 206 |
+
"action_mse_to_best": 0.36544963569791467,
|
| 207 |
+
"expert_success_rate": 0.8198198198198198,
|
| 208 |
+
"num_groups": 111,
|
| 209 |
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"oracle_success_rate": 1.0,
|
| 210 |
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"policy_expert_regret": 0.32972106874526086,
|
| 211 |
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"policy_oracle_regret": 0.3468886358780904,
|
| 212 |
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"policy_rollout_progress": 0.8332915443020898,
|
| 213 |
+
"policy_rollout_success_rate": 0.8198198198198198,
|
| 214 |
+
"restore_max_error": 2.3795291781425476e-07
|
| 215 |
+
},
|
| 216 |
+
"StackCube-v1": {
|
| 217 |
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"action_mse_to_best": 0.5197477431169578,
|
| 218 |
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"expert_success_rate": 0.6923076923076923,
|
| 219 |
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"num_groups": 91,
|
| 220 |
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"oracle_success_rate": 0.8571428571428571,
|
| 221 |
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"policy_expert_regret": 1.136801811692479,
|
| 222 |
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"policy_oracle_regret": 1.2964636588489615,
|
| 223 |
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"policy_rollout_progress": 0.3941416683105322,
|
| 224 |
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"policy_rollout_success_rate": 0.15384615384615385,
|
| 225 |
+
"restore_max_error": 1.9371509552001953e-07
|
| 226 |
+
}
|
| 227 |
+
}
|
| 228 |
+
},
|
| 229 |
+
{
|
| 230 |
+
"seed": 2,
|
| 231 |
+
"path": "/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs/near_miss_policy_bc5/seed_2/policy_rollout_retrieval_residual_k4_fieldsoftmax_grid_safe_margin0p05_noopbonus0p03.json",
|
| 232 |
+
"num_groups": 575,
|
| 233 |
+
"selection_mode": "retrieval_residual",
|
| 234 |
+
"num_candidates": 4,
|
| 235 |
+
"candidate_sigma": 0.0,
|
| 236 |
+
"selection_margin": 0.05,
|
| 237 |
+
"prepend_policy_candidate": false,
|
| 238 |
+
"field_optim_steps": 0,
|
| 239 |
+
"field_optim_step_size": 0.0,
|
| 240 |
+
"field_optim_trust_radius": 0.0,
|
| 241 |
+
"field_optim_l2_penalty": 0.0,
|
| 242 |
+
"retrieval_neighbors": 4,
|
| 243 |
+
"retrieval_metric": "raw",
|
| 244 |
+
"retrieval_type_min_success": 0.0,
|
| 245 |
+
"retrieval_residual_scale": 1.0,
|
| 246 |
+
"retrieval_residual_scales": [
|
| 247 |
+
0.35,
|
| 248 |
+
0.4,
|
| 249 |
+
0.45
|
| 250 |
+
],
|
| 251 |
+
"retrieval_residual_anchor": "expert",
|
| 252 |
+
"retrieval_residual_reduce": "field_softmax",
|
| 253 |
+
"candidate_type_bonuses": {
|
| 254 |
+
"residual_no_op": 0.03
|
| 255 |
+
},
|
| 256 |
+
"selected_residual_scale_counts": {
|
| 257 |
+
"0.35": 32,
|
| 258 |
+
"0.4": 11,
|
| 259 |
+
"0.45": 83
|
| 260 |
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},
|
| 261 |
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"policy_rollout_success_rate": 0.3634782608695652,
|
| 262 |
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"policy_rollout_progress": 0.581529284812834,
|
| 263 |
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"oracle_success_rate": 0.8765217391304347,
|
| 264 |
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"action_mse_to_best": 0.43750698896934803,
|
| 265 |
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"best_policy_val": {
|
| 266 |
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"bc_loss": 0.11367896075050037,
|
| 267 |
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"field_effect_loss": 0.009670218582161598,
|
| 268 |
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"field_potential_loss": 0.2641640139950646,
|
| 269 |
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"field_preference_loss": 0.5130490180518892,
|
| 270 |
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"lattice_edges": 3833.3333333333335,
|
| 271 |
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"progress_mae": 0.2021729110015763,
|
| 272 |
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"rank_acc": 0.8333857821093665,
|
| 273 |
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"rank_loss": 0.5130119257503085,
|
| 274 |
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"regret_mae": 0.3958987047274907,
|
| 275 |
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"success_accuracy": 0.8680730561415354,
|
| 276 |
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"total_loss": 1.4394984311527677
|
| 277 |
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},
|
| 278 |
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"per_task": {
|
| 279 |
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"LiftPegUpright-v1": {
|
| 280 |
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"action_mse_to_best": 0.3614951341927129,
|
| 281 |
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"expert_success_rate": 0.8229166666666666,
|
| 282 |
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"num_groups": 96,
|
| 283 |
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"oracle_success_rate": 0.9270833333333334,
|
| 284 |
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"policy_expert_regret": 0.8476849501021206,
|
| 285 |
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"policy_oracle_regret": 0.9539546399998168,
|
| 286 |
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"policy_rollout_progress": 0.6463205499264101,
|
| 287 |
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"policy_rollout_success_rate": 0.3333333333333333,
|
| 288 |
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"restore_max_error": 1.955777406692505e-07
|
| 289 |
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},
|
| 290 |
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"PickCube-v1": {
|
| 291 |
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"action_mse_to_best": 0.3666959795348271,
|
| 292 |
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"expert_success_rate": 0.9444444444444444,
|
| 293 |
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"num_groups": 198,
|
| 294 |
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"oracle_success_rate": 0.9595959595959596,
|
| 295 |
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"policy_expert_regret": 1.01903529606308,
|
| 296 |
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"policy_oracle_regret": 1.0332649915921266,
|
| 297 |
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"policy_rollout_progress": 0.6206102029730877,
|
| 298 |
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"policy_rollout_success_rate": 0.30808080808080807,
|
| 299 |
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"restore_max_error": 2.384185791015625e-07
|
| 300 |
+
},
|
| 301 |
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"PullCube-v1": {
|
| 302 |
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"action_mse_to_best": 0.6417228262457583,
|
| 303 |
+
"expert_success_rate": 0.24444444444444444,
|
| 304 |
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"num_groups": 90,
|
| 305 |
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"oracle_success_rate": 0.4666666666666667,
|
| 306 |
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"policy_expert_regret": 0.27700459234830405,
|
| 307 |
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"policy_oracle_regret": 0.5236944162183338,
|
| 308 |
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"policy_rollout_progress": 0.33524703457951543,
|
| 309 |
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"policy_rollout_success_rate": 0.23333333333333334,
|
| 310 |
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"restore_max_error": 2.384185791015625e-07
|
| 311 |
+
},
|
| 312 |
+
"PushCube-v1": {
|
| 313 |
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"action_mse_to_best": 0.40282966764551575,
|
| 314 |
+
"expert_success_rate": 0.8514851485148515,
|
| 315 |
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"num_groups": 101,
|
| 316 |
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"oracle_success_rate": 1.0,
|
| 317 |
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"policy_expert_regret": 0.36133055020086835,
|
| 318 |
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"policy_oracle_regret": 0.39834025738262896,
|
| 319 |
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"policy_rollout_progress": 0.809580534696579,
|
| 320 |
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"policy_rollout_success_rate": 0.7920792079207921,
|
| 321 |
+
"restore_max_error": 2.384185791015625e-07
|
| 322 |
+
},
|
| 323 |
+
"StackCube-v1": {
|
| 324 |
+
"action_mse_to_best": 0.5090703448073731,
|
| 325 |
+
"expert_success_rate": 0.7666666666666667,
|
| 326 |
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"num_groups": 90,
|
| 327 |
+
"oracle_success_rate": 0.9111111111111111,
|
| 328 |
+
"policy_expert_regret": 1.162281624144978,
|
| 329 |
+
"policy_oracle_regret": 1.298549613191022,
|
| 330 |
+
"policy_rollout_progress": 0.41679865188068815,
|
| 331 |
+
"policy_rollout_success_rate": 0.16666666666666666,
|
| 332 |
+
"restore_max_error": 2.2351741790771484e-07
|
| 333 |
+
}
|
| 334 |
+
}
|
| 335 |
+
}
|
| 336 |
+
]
|
| 337 |
+
}
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_k4_fieldsoftmax_grid_safe_margin0p05_noopbonus0p03_summary.md
ADDED
|
@@ -0,0 +1,19 @@
|
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|
|
|
| 1 |
+
# h=16 Best-Policy Checkpoint Rollout
|
| 2 |
+
|
| 3 |
+
Run root: `/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs`
|
| 4 |
+
Objective: `near_miss_policy_bc5`
|
| 5 |
+
Result file: `policy_rollout_retrieval_residual_k4_fieldsoftmax_grid_safe_margin0p05_noopbonus0p03.json`
|
| 6 |
+
Completed seeds: 3
|
| 7 |
+
Baseline h=4 policy success: 29.67%
|
| 8 |
+
Baseline h=16 rank-checkpoint success: 29.74%
|
| 9 |
+
|
| 10 |
+
Mean success: 35.07% +/- 1.10%
|
| 11 |
+
Gain vs h=16 rank checkpoint: +5.33%
|
| 12 |
+
Mean progress: 56.73%
|
| 13 |
+
Mean action MSE to best: 0.409
|
| 14 |
+
|
| 15 |
+
| seed | mode | k | policy cand | retrieval K | retrieval metric | residual anchor | residual reduce | min type success | residual scale | residual scales | margin | sigma | opt steps | trust | success | progress | oracle | action MSE |
|
| 16 |
+
|---:|---|---:|---|---:|---|---|---|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|---:|
|
| 17 |
+
| 0 | retrieval_residual | 4 | no | 4 | raw | expert | field_softmax | 0.00 | 1.00 | 0.35,0.40,0.45 | 0.050 | 0.00 | 0 | 0.00 | 34.43% | 55.19% | 85.74% | 0.392 |
|
| 18 |
+
| 1 | retrieval_residual | 4 | no | 4 | raw | expert | field_softmax | 0.00 | 1.00 | 0.35,0.40,0.45 | 0.050 | 0.00 | 0 | 0.00 | 34.43% | 56.84% | 86.96% | 0.398 |
|
| 19 |
+
| 2 | retrieval_residual | 4 | no | 4 | raw | expert | field_softmax | 0.00 | 1.00 | 0.35,0.40,0.45 | 0.050 | 0.00 | 0 | 0.00 | 36.35% | 58.15% | 87.65% | 0.438 |
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_k4_fieldsoftmax_grid_safe_margin0p10_noopbonus0p03_summary.json
ADDED
|
@@ -0,0 +1,337 @@
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"num_groups": 90,
|
| 305 |
+
"oracle_success_rate": 0.4666666666666667,
|
| 306 |
+
"policy_expert_regret": 0.2990271655083739,
|
| 307 |
+
"policy_oracle_regret": 0.546118191553756,
|
| 308 |
+
"policy_rollout_progress": 0.3235071391626156,
|
| 309 |
+
"policy_rollout_success_rate": 0.2222222222222222,
|
| 310 |
+
"restore_max_error": 2.384185791015625e-07
|
| 311 |
+
},
|
| 312 |
+
"PushCube-v1": {
|
| 313 |
+
"action_mse_to_best": 0.39641303030571134,
|
| 314 |
+
"expert_success_rate": 0.8514851485148515,
|
| 315 |
+
"num_groups": 101,
|
| 316 |
+
"oracle_success_rate": 1.0,
|
| 317 |
+
"policy_expert_regret": 0.36133055020086835,
|
| 318 |
+
"policy_oracle_regret": 0.39834025738262896,
|
| 319 |
+
"policy_rollout_progress": 0.809580534696579,
|
| 320 |
+
"policy_rollout_success_rate": 0.7920792079207921,
|
| 321 |
+
"restore_max_error": 2.384185791015625e-07
|
| 322 |
+
},
|
| 323 |
+
"StackCube-v1": {
|
| 324 |
+
"action_mse_to_best": 0.5004396900948551,
|
| 325 |
+
"expert_success_rate": 0.7666666666666667,
|
| 326 |
+
"num_groups": 90,
|
| 327 |
+
"oracle_success_rate": 0.9111111111111111,
|
| 328 |
+
"policy_expert_regret": 1.169243230422338,
|
| 329 |
+
"policy_oracle_regret": 1.3055112194683818,
|
| 330 |
+
"policy_rollout_progress": 0.4098370456033283,
|
| 331 |
+
"policy_rollout_success_rate": 0.16666666666666666,
|
| 332 |
+
"restore_max_error": 2.2351741790771484e-07
|
| 333 |
+
}
|
| 334 |
+
}
|
| 335 |
+
}
|
| 336 |
+
]
|
| 337 |
+
}
|
results/h16_policy_ckpt_near_miss_policy_bc5_bestpt_retrieval_residual_k4_fieldsoftmax_grid_safe_margin0p10_noopbonus0p03_summary.md
ADDED
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| 1 |
+
# h=16 Best-Policy Checkpoint Rollout
|
| 2 |
+
|
| 3 |
+
Run root: `/scratch/knguy52/dovla/experiments/dovla_h16_policy_ckpt_runs`
|
| 4 |
+
Objective: `near_miss_policy_bc5`
|
| 5 |
+
Result file: `policy_rollout_retrieval_residual_k4_fieldsoftmax_grid_safe_margin0p10_noopbonus0p03.json`
|
| 6 |
+
Completed seeds: 3
|
| 7 |
+
Baseline h=4 policy success: 29.67%
|
| 8 |
+
Baseline h=16 rank-checkpoint success: 29.74%
|
| 9 |
+
|
| 10 |
+
Mean success: 35.19% +/- 1.23%
|
| 11 |
+
Gain vs h=16 rank checkpoint: +5.45%
|
| 12 |
+
Mean progress: 56.74%
|
| 13 |
+
Mean action MSE to best: 0.401
|
| 14 |
+
|
| 15 |
+
| seed | mode | k | policy cand | retrieval K | retrieval metric | residual anchor | residual reduce | min type success | residual scale | residual scales | margin | sigma | opt steps | trust | success | progress | oracle | action MSE |
|
| 16 |
+
|---:|---|---:|---|---:|---|---|---|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|---:|
|
| 17 |
+
| 0 | retrieval_residual | 4 | no | 4 | raw | expert | field_softmax | 0.00 | 1.00 | 0.35,0.40,0.45 | 0.100 | 0.00 | 0 | 0.00 | 34.96% | 55.48% | 85.74% | 0.386 |
|
| 18 |
+
| 1 | retrieval_residual | 4 | no | 4 | raw | expert | field_softmax | 0.00 | 1.00 | 0.35,0.40,0.45 | 0.100 | 0.00 | 0 | 0.00 | 34.09% | 56.65% | 86.96% | 0.393 |
|
| 19 |
+
| 2 | retrieval_residual | 4 | no | 4 | raw | expert | field_softmax | 0.00 | 1.00 | 0.35,0.40,0.45 | 0.100 | 0.00 | 0 | 0.00 | 36.52% | 58.08% | 87.65% | 0.426 |
|