Character-Level Language Modeling on Shakespeare (val)
10.08PerplexityByz-NSGDM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Byz-NSGDMAttack=Mimic, Aggregator=CM2026.03 | 10.08 | — | |
| Byz-NSGDMAttack=Mimic, Aggregator=RFA2026.03 | 10.09 | — | |
| Byz-NSGDMAttack=BF, Aggregator=RFA2026.03 | 10.22 | — | |
| Byz-NSGDMAttack=BF, Aggregator=Krum2026.03 | 10.34 | — | |
| Byz-NSGDMAttack=BF, Aggregator=CM2026.03 | 10.34 | — | |
| Byz-NSGDMAttack=ALIE, Aggregator=RFA2026.03 | 10.59 | — | |
| Byz-NSGDMAttack=Mimic, Aggregator=Krum2026.03 | 10.65 | — | |
| Byz-NSGDMAttack=ALIE, Aggregator=CM2026.03 | 10.66 | — | |
| Byz-NSGDMAttack=ALIE, Aggregator=Krum2026.03 | 10.73 | — | |
| BaseAttack=Mimic, Aggregator=Krum2026.03 | 11.06 | — | |
| BaseAttack=Mimic, Aggregator=RFA2026.03 | 11.4 | — | |
| BaseAttack=ALIE, Aggregator=Krum2026.03 | 11.55 | — | |
| BaseAttack=BF, Aggregator=RFA2026.03 | 11.64 | — | |
| BaseAttack=BF, Aggregator=CM2026.03 | 11.66 | — | |
| BaseAttack=BF, Aggregator=Krum2026.03 | 11.68 | — | |
| BaseAttack=Mimic, Aggregator=CM2026.03 | 11.76 | — | |
| DecayAttack=ALIE, Aggregator=Krum2026.03 | 12.01 | — | |
| DecayAttack=ALIE, Aggregator=CM2026.03 | 12.01 | — | |
| BaseAttack=ALIE, Aggregator=CM2026.03 | 12.06 | — | |
| BaseAttack=ALIE, Aggregator=RFA2026.03 | 12.2 | — | |
| DecayAttack=BF, Aggregator=RFA2026.03 | 12.28 | — | |
| DecayAttack=BF, Aggregator=Krum2026.03 | 12.31 | — | |
| DecayAttack=BF, Aggregator=CM2026.03 | 12.35 | — | |
| DecayAttack=ALIE, Aggregator=RFA2026.03 | 12.43 | — | |
| DecayAttack=Mimic, Aggregator=RFA2026.03 | 12.57 | — | |
| DecayAttack=Mimic, Aggregator=CM2026.03 | 12.57 | — | |
| DecayAttack=Mimic, Aggregator=Krum2026.03 | 12.59 | — | |
| GivensOrthogonalManifoldHCGen=0, Role in the trajectory=First strong orthogonal-manifold branch; replaces permutation mixtures with content-adaptive Givens O(4) routing., Corr=4, Orig=42026.04 | — | 5.2677 | |
| GivensWidthBetaDepthHCGen=2, Role in the trajectory=Bridge crossover retaining Givens width transport while stabilizing depth redistribution., Corr=5, Orig=42026.04 | — | 0.009 | |
| HouseholderCayleyManifoldHCGen=0, Role in the trajectory=Parallel orthogonal family using Householder reflections for width and Cayley depth transport., Corr=4, Orig=42026.04 | — | 5.4502 | |
| PoincareGivensHybridHCGen=3, Role in the trajectory=Best final hybrid: Givens width routing plus Poincaré-modulated depth scaling., Corr=5, Orig=42026.04 | — | 0.0073 | |
| PoincareHCGen=1, Role in the trajectory=Exploration-mutation breakthrough: Poincaré-ball width routing with explicit gyro-midpoint aggregation., Corr=4, Orig=42026.04 | — | 0.0085 |