Mathematics & Optimization

What Improves the Generalization of Graph Transformers? A Theoretical Dive into the Self-attention and Positional Encoding ICML 2024 What is the Long-Run Distribution of Stochastic Gradient Descent? A Large Deviations Analysis ICML 2024 When are dynamical systems learned from time series data statistically accurate? NeurIPS 2024 When Are Two Lists Better than One?: Benefits and Harms in Joint Decision-Making AAAI 2024 When is a Language Process a Language Model? ACL 2024 When Is Inductive Inference Possible? NeurIPS 2024 When will my ML Job finish? Toward providing Completion Time Estimates through Predictability-Centric Scheduling OSDI 2024 Which Information Matters? Dissecting Human-written Multi-document Summaries with Partial Information Decomposition ACL 2024 Why Do You Grok? A Theoretical Analysis on Grokking Modular Addition ICML 2024 Why the Metric Backbone Preserves Community Structure NeurIPS 2024 Win: Weight-Decay-Integrated Nesterov Acceleration for Faster Network Training JMLR 2024 Worst-Case VCG Redistribution Mechanism Design Based on the Lottery Ticket Hypothesis AAAI 2024 Would You Like Your Data to Be Trained? A User Controllable Recommendation Framework AAAI 2024 WPML3CP: Wasserstein Partial Multi-Label Learning with Dual Label Correlation Perspectives IJCAI 2024 Your contrastive learning problem is secretly a distribution alignment problem NeurIPS 2024 Zero-Shot Transfer of Neural ODEs NeurIPS 2024 Zero-Sum Games between Mean-Field Teams: Reachability-Based Analysis under Mean-Field Sharing AAAI 2024 Zeroth-Order Methods for Constrained Nonconvex Nonsmooth Stochastic Optimization ICML 2024 Zeroth-Order Sampling Methods for Non-Log-Concave Distributions: Alleviating Metastability by Denoising Diffusion NeurIPS 2024 Zeroth-order Stochastic Approximation Algorithms for DR-submodular Optimization JMLR 2024 Zipper: Addressing Degeneracy in Algorithm-Agnostic Inference NeurIPS 2024 (ε, u)-Adaptive Regret Minimization in Heavy-Tailed Bandits COLT 2024 ℓ_p-Regression in the Arbitrary Partition Model of Communication COLT 2023 p-Poisson surface reconstruction in curl-free flow from point clouds NeurIPS 2023 A^2CiD^2: Accelerating Asynchronous Communication in Decentralized Deep Learning NeurIPS 2023