| Competition | Position | My contribution | Ends |
|---|---|---|---|
| Name That LLM | 436 of 4,346 (top 10%) | Extra data pool, LoRA fine-tunes, n-gram SVM tuning, leak-free validation | Jan 2027 |
| Mallorn Challenge | Top 15% | Gradient-boosted models (XGBoost, CatBoost, LightGBM) tuned with Optuna | Ended |
| Squares in Squares | 190 of 1,473 (top 13%) | Validator and submission pipeline; the score comes from combining public packings | Jul 2027 |
| NeurIPS 2026 Smart Buildings | Score 0.01244 | Own physics-informed controller and unseen-building validation; found and reported a simulator bug | Jan 2027 |
| Enveda CASMI 2026 | MRR 0.415 | Leak-free 300-structure hold-out and own scorers; the score comes from a credited public fork | Dec 2026 |
| CAFA protein function | Not reported | ResNet multi-label model for GO terms with extreme class imbalance | Ended |
How I report ranks. Positions are public-leaderboard figures from 2 November 2026 and can change when each private leaderboard is published. I never claim a score that came from someone else's public notebook, and I say so where a score comes from a fork.