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Online Algorithms

2,192 papers

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Papers

Tractable Optimality in Episodic Latent MABs NIPS 2022
Task-Free Continual Learning via Online Discrepancy Distance Learning NIPS 2022
Context-Based Dynamic Pricing with Partially Linear Demand Model NIPS 2022
Optimal Comparator Adaptive Online Learning with Switching Cost NIPS 2022
Posted Pricing and Dynamic Prior-independent Mechanisms with Value Maximizers NIPS 2022
Active Learning Polynomial Threshold Functions NIPS 2022
Group Meritocratic Fairness in Linear Contextual Bandits NIPS 2022
Product Ranking for Revenue Maximization with Multiple Purchases NIPS 2022
Luckiness in Multiscale Online Learning NIPS 2022
Decentralized Training of Foundation Models in Heterogeneous Environments NIPS 2022
Online PAC-Bayes Learning NIPS 2022
Top Two Algorithms Revisited NIPS 2022
ESCADA: Efficient Safety and Context Aware Dose Allocation for Precision Medicine NIPS 2022
Safe Opponent-Exploitation Subgame Refinement NIPS 2022
Simple Mechanisms for Welfare Maximization in Rich Advertising Auctions NIPS 2022
Exploring the Algorithm-Dependent Generalization of AUPRC Optimization with List Stability NIPS 2022
Nearly Optimal Best-of-Both-Worlds Algorithms for Online Learning with Feedback Graphs NIPS 2022
An Asymptotically Optimal Batched Algorithm for the Dueling Bandit Problem NIPS 2022
Online Minimax Multiobjective Optimization: Multicalibeating and Other Applications NIPS 2022
Minimax Regret for Cascading Bandits NIPS 2022
Don't Roll the Dice, Ask Twice: The Two-Query Distortion of Matching Problems and Beyond NIPS 2022
Online Algorithms for the Santa Claus Problem NIPS 2022
Single-pass Streaming Lower Bounds for Multi-armed Bandits Exploration with Instance-sensitive Sample Complexity NIPS 2022
A Unifying Framework for Online Optimization with Long-Term Constraints NIPS 2022
A Simple and Optimal Policy Design for Online Learning with Safety against Heavy-tailed Risk NIPS 2022