Fault Injector (Challenge Agent Self-Healing):
Validation Loss Convergence Dynamics
Epoch 0/5 - Loss: --
ICML Author Baseline (Reported)
Agent Reproduction Mean
\(\pm 1\sigma\) Confidence Margin
Agent Sandbox Reasoning Stream
Subprocess PID: 10429
[00:00.01] [Supervisor] System initialized. Loaded representative spec: icml2026-sparse-moe.
[00:00.04] [PaperParser] Extracted Claimed Accuracy: 84.2%, Target Epochs: 5, Alpha Reg: 0.01.
[00:00.08] [Coder] Ready to synthesize deterministic evaluation harness. Awaiting trigger.
ICML 2026 Ground Truth vs. Agent Reproduction Matrix
REPRODUCTION READY
| Target Metric | Published ICML Claim | Agent Reproduced Value | Empirical Delta (\(\Delta\)) | Verification Verdict |
|---|---|---|---|---|
| Accuracy / Eval Benchmark | 84.20% | -- | -- | PENDING RUN |
| Validation Perplexity (\(PPL\)) | 4.18 | -- | -- | PENDING RUN |
| Peak VRAM Allocation | 14.6 GB | -- | -- | PENDING RUN |
| Throughput (tok/sec) | 1,820 tok/s | -- | -- | PENDING RUN |