Selected Useful Pages

• CCF Conference Deadlines

• AI Conference Deadlines

• AI Conference Deadlines @huggingface

• Conferences in Theoretical Computer Science

• CSRankings: Computer Science Rankings

• CS Stipend Rankings

• Getting Started with LaTeX by Matthew Frenkel @NYU

• Computer Science Open Data by Jeff Huang @Brown University

• Advice for Prospective Research Students by David Evans @University of Virginia

Selected Suggestions on Graduate Study

• Checklists for Stat-ML PhD students by Aaditya Ramdas @CMU

• A List of Suggestions to Graduate Students by Prof. Minghua Chen @CityU

• Graduate Study Survival Guide by Toshiya Hachisuka @UWaterloo

• A Survival Guide to a PhD by Andrej Karpathy @Tesla

• Collection of some resources related to the PhD journey by Xinming Tu @UW

Selected Online Seminars

• Optimization Online

• Mathematical Optimization Society

• A collection of recent research seminars

• One World Optimization Seminar

• One World Seminar Series on the Mathematics of Machine Learning

• Online Seminar on Mathematical Foundations of Data Science

• Online Causal Inference Seminar

Useful Resources on Optimization and Machine Learning

• Machine Learning Reading List

• Deep Learning Reading List

• Math.OC Optimization and control papers in arXiv

• stat.ML Machine learning and statistics papers in arXiv

• Provable Nonconvex Methods and Algorithms by Prof. Ju Sun @UMN

• Reading List on common math and optimization used in research by Prof. Christian Kroer @Columbia University

• Large-Scale Optimization for Data Science by Yuxin Chen @Princeton University/UPenn

• Foundations of Reinforcement Learning by Wen Sun @Cornell

• Deep Reinforcement Learning by Sergey Levine @UC Berkerly

• Statistical Reinforcement Learning by Nan Jiang @UIUC

• Several courses on optimization by Prof. Lieven Vandenberghe @UCLA

• Optimization for Machine Learning by Chi Jin @Princeton University

• Learning Theory from First Principles by Francis Bach @INRIA

• Bridging Mathematical Optimization, Information Theory, and Data Science @Princeton University

• The Simons Institute for the Theory of Computing @UC Berkerly

• Compressive Sensing Resources @Rice University

Useful Resources on Sampling and Diffusion

• Sinho Chewi's Website @Yale

• Yuansi Chen's Website @ETH zurich

Selected Academic Journals Related to Optimization

• Foundations of Computational Mathematics

• Mathematical Programming

• SIAM Journal on Optimization

• Journal of Machine Learning Research

• IEEE Transactions on Information Theory

• SIAM Journal on Mathematics of Data Science