Holland, Matthew J.

14 publications

AAAI 2024 A Survey of Learning Criteria Going Beyond the Usual Risk (Abstract Reprint) Matthew J. Holland, Kazuki Tanabe

ICML 2024 Criterion Collapse and Loss Distribution Control Matthew J. Holland

AISTATS 2024 Robust Variance-Regularized Risk Minimization with Concomitant Scaling Matthew J. Holland

NeurIPS 2024 Soft Ascent-Descent as a Stable and Flexible Alternative to Flooding Matthew J. Holland, Kosuke Nakatani

JAIR 2023 A Survey of Learning Criteria Going Beyond the Usual Risk Matthew J. Holland, Kazuki Tanabe

AISTATS 2023 Flexible Risk Design Using Bi-Directional Dispersion Matthew J. Holland

AISTATS 2022 Spectral Risk-Based Learning Using Unbounded Losses Matthew J. Holland, El Mehdi Haress

AAAI 2022 Anytime Guarantees Under Heavy-Tailed Data Matthew J. Holland

MLJ 2022 Learning with Risks Based on M-Location Matthew J. Holland

AAAI 2021 Scaling-up Robust Gradient Descent Techniques Matthew J. Holland

AISTATS 2019 Classification Using Margin Pursuit Matthew J. Holland

MLJ 2019 Efficient Learning with Robust Gradient Descent Matthew J. Holland, Kazushi Ikeda

AISTATS 2019 Robust Descent Using Smoothed Multiplicative Noise Matthew J. Holland

MLJ 2017 Robust Regression Using Biased Objectives Matthew J. Holland, Kazushi Ikeda