John Langford
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| title | conference | date |
|---|---|---|
| An Occam's Razor Principle for Transformers? | The Role of TCS in Modern Machine Learning | 2026-05-26 |
Claim: predicting the next hidden activation (not just the next token) produces a compact implicit world model that cuts extrapolation error about threefold on… | ||
| Extreme Multiclass | Parallel and Distributed Algorithms for Inference and Optimization (Simons Institute, Oct. 21–24, 2013) | 2013-10-21 |
Shows that multiclass prediction can run in O(log K) time while remaining statistically sound by reducing multiclass to binary partitions, using a ramp-loss… | ||
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