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Provenance:Dataset:TEIAS v2025.1Model:MAML v1.0Run:28 Nov 2025rl_maml_20251128_010430_…Seeded

MAML v1.0 — Run Detail

Seeded Stochastic

Random seed fixed; reproducible on same hardware. Seed: 42. MAML Run 1: 97.19%, $219.83B. Good meta-generalisation properties.

Interpretation Guardrail

These results are scenario-based projections, not forecasts. They reflect model assumptions about technology costs, policy choices, and demand trajectories. Actual outcomes will differ. Always consult the full methodology and assumption registry before drawing policy conclusions.

Frozen Metrics Snapshot

READ-ONLY · Not recomputed
Cost Reduction
−97.19%
Convergence Score
4478 / 100
Policy Stability
92 / 100
Final Episode Reward
4478.7
Final Training Loss
0.0031
Training Steps
2,600

These values are stored in frozen_metrics_snapshot and written at import time. They are never recalculated from raw artifacts.

Run Metadata

Run ID
rl_maml_20251128_010430_r1
Group ID
rl_multialgo_20251127
Source File
maml_yearly_snapshot.json
Content Hash
790abcdef4567890…
Config Hash
cfghash_maml_v10_001
Created At
28/11/2025, 01:04:30 UTC
Immutable
✓ Yes (DB enforced)
Dataset Version
TEIAS v2025.1

Artifact Manifest (1)

frozen_artifact_manifest · Integrity verified
📈
Full metrics
artifacts/rl_maml_20251128/metrics.json
metrics_jsonapplication/json10 KBsha256: 44a51627

Same Group: Multi-Algorithm Benchmark (13 algos)

rl_ppo_20251127_114523_r1PPOCost ↓97.34%View →
rl_sac_20251127_131802_r1SACCost ↓97.58%View →
rl_td3_20251127_145631_r1TD3Cost ↓96.32%View →
rl_a3c_20251127_162240_r1A3CCost ↓97.82%View →
rl_dqn_20251127_191023_r1DQNCost ↓97.69%View →
rl_ga_20251127_200145_r1GACost ↓97.28%View →
rl_pso_20251127_210312_r1PSOCost ↓97.77%View →
rl_de_20251127_220451_r1DECost ↓97.22%View →
rl_fuzzyql_20251127_231015_r1FuzzyQLCost ↓97.21%View →
rl_neurofuzzy_20251127_235022_r1NFCost ↓97.21%View →
rl_marl_20251128_003215_r1MARLCost ↓97.82%View →
rl_pnn_20251128_013845_r1PNNCost ↓97.21%View →

Traceability Chain

📦 Dataset: TEIAS v2025.1→🧪 Run: rl_maml_20251128_010430_r1→📊 1 Artifacts→📰 Insights

📎 Cite this page

Önderol, S. (2025). Experiment Run: MAML v1.0 — rl_maml_20251128_010430_r1. Retrieved from https://renewabletransition.org/transition/experiments/rl_maml_20251128_010430_r1
MAML — rl_maml_20251128_010430_r1 — Experiment | Renewable Transition