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Lechao Xiao

Publication record assembled from the DBLP archive of ranked conferences.

Papers indexed

11

Venues

3

Active years

2018–2025

Best venue rank

A*

Where they publish

Papers

11 indexed papers, newest first.

YearVenueTitleAuthors
2025ICMLScaling Collapse Reveals Universal Dynamics in Compute-Optimally Trained Neural Networks.Shikai Qiu, Lechao Xiao, Andrew Gordon Wilson, Jeffrey Pennington, Atish Agarwala
2024ICLRSmall-scale proxies for large-scale Transformer training instabilities.Mitchell Wortsman, Peter J. Liu, Lechao Xiao, Katie E. Everett, Alexander A. Alemi, Ben Adlam, John D. Co-Reyes, Izzeddin Gur, Abhishek Kumar, Roman Novak, Jeffrey Pennington, Jascha Sohl-Dickstein, Kelvin Xu, Jaehoon Lee, Justin Gilmer, Simon Kornblith
2024ICMLScaling Exponents Across Parameterizations and Optimizers.Katie E. Everett, Lechao Xiao, Mitchell Wortsman, Alexander A. Alemi, Roman Novak, Peter J. Liu, Izzeddin Gur, Jascha Sohl-Dickstein, Leslie Pack Kaelbling, Jaehoon Lee, Jeffrey Pennington
2022COLTEigenspace Restructuring: A Principle of Space and Frequency in Neural Networks.Lechao Xiao
2022ICMLSynergy and Symmetry in Deep Learning: Interactions between the Data, Model, and Inference Algorithm.Lechao Xiao, Jeffrey Pennington
2021ICLRExploring the Uncertainty Properties of Neural Networks' Implicit Priors in the Infinite-Width Limit.Ben Adlam, Jaehoon Lee, Lechao Xiao, Jeffrey Pennington, Jasper Snoek
2020ICLRProvable Benefit of Orthogonal Initialization in Optimizing Deep Linear Networks.Wei Hu, Lechao Xiao, Jeffrey Pennington
2020ICLRNeural Tangents: Fast and Easy Infinite Neural Networks in Python.Roman Novak, Lechao Xiao, Jiri Hron, Jaehoon Lee, Alexander A. Alemi, Jascha Sohl-Dickstein, Samuel S. Schoenholz
2020ICMLDisentangling Trainability and Generalization in Deep Neural Networks.Lechao Xiao, Jeffrey Pennington, Samuel Stern Schoenholz
2019ICLRBayesian Deep Convolutional Networks with Many Channels are Gaussian Processes.Roman Novak, Lechao Xiao, Yasaman Bahri, Jaehoon Lee, Greg Yang, Jiri Hron, Daniel A. Abolafia, Jeffrey Pennington, Jascha Sohl-Dickstein
2018ICMLDynamical Isometry and a Mean Field Theory of CNNs: How to Train 10, 000-Layer Vanilla Convolutional Neural Networks.Lechao Xiao, Yasaman Bahri, Jascha Sohl-Dickstein, Samuel S. Schoenholz, Jeffrey Pennington