Author

Jing-Yee Tan

h-index 0 View on Semantic Scholar

We have 2 of 4 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Preprint Sep 2026

Sharp Regret Bounds and a Task-Covariance Correction for Spectral Representation Learning

This work derives alignment-dependent regret bounds, matching worst-case lower bounds for a flat leading spectrum, and bounds using the leading $2k$ directions with a spectral-tail term, and bound the imbalance from random preference patterns and from averaging independent tasks with an isotropic population covariance.

Di-Er Tang, Jing-Yee Tan, Guang-Yue Han · 1 citation

#machine learning Preprint Sep 2026

Sharp Rates and a One-Line Correction for Spectral Representation Learning

A self-supervised encoder is trained once, frozen, and reused through lightweight probes on tasks nobody named at training time; the practitioner's question is when the off-the-shelf features are good enough and when they need fixing. Canonical correlation analysis, HGR maximal correlation, and the population optimum o...

Di-Er Tang, Jing-Yee Tan, Guang-Yue Han · 0 citations