v3.1.0 — Workshop-competitive research release
Summary
Workshop-facing research release on top of the v3 distilled production model.
- Multi-seed advanced suite (42/43/44) with bootstrap 95% CIs — robustness, calibration, hierarchical heads, SSL
- Hierarchical fine-tune (strict gate): 97.15% vs 96.84% baseline (seed 42)
- CCAI @ NeurIPS 2026 Papers-track draft in
workshop/ LIMITATIONS.md— IRRI ≠ phone-on-bag; soft 84.51% reference- Apache-2.0 — filled LICENSE appendix + detailed NOTICE;
web/aligned from MIT
Copyright © 2026 Arnav Dhiman (arnavd371@gmail.com). Sole GitHub contributor.
Key numbers
| Metric | Value |
|---|---|
| Baseline acc (3-seed mean) | 96.73% ± 0.37% |
| SSL acc (3-seed mean) | 96.62% ± 0.18% |
| Phone-band robustness | 60.9% ± 8.4% |
| SNR ≤10 / hard combos | ~7.6% |
| Hier fine-tune (seed 42) | 97.15% |
Paths
- Aggregate:
experiments/results/advanced_multiseed/ - Hier FT:
experiments/results/hier_finetune/ - Paper:
workshop/kaan_ccai_neurips2026.pdf - Changelog:
CHANGELOG.md