Tyler Farghly

Mean-Square Analysis of Discretized Itô Diffusions for Heavy-tailed Sampling

Murat A. Erdogdu, K. Balasubramanian, Ye He, 2023, ArXiv.

Towards a Complete Analysis of Langevin Monte Carlo: Beyond Poincar\'e Inequality

Murat A. Erdogdu, K. Balasubramanian, Ye He, 2023, 2303.03589.

Time-independent Generalization Bounds for SGLD in Non-convex Settings pdf

Patrick Rebeschini, Tyler Farghly, Patrick Rebeschini, 2021, NeurIPS.

Span-ConveRT: Few-shot Span Extraction for Dialog with Pretrained Conversational Representations

Matthew Henderson, Ivan Vulic, Sam Coope, 2020, ACL.

Generalisation under gradient descent via deterministic PAC-Bayes

A. Doucet, George Deligiannidis, Benjamin Guedj, 2022, 2209.02525.

Towards a Complete Analysis of Langevin Monte Carlo: Beyond Poincaré Inequality

Murat A. Erdogdu, K. Balasubramanian, Ye He, 2023, COLT.