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Papers
Prior-Dependent Allocations for Bayesian Fixed-Budget Best-Arm Identification in Structured Bandits
AISTATS 2025
PRIORITY2REWARD: Incorporating Healthworker Preferences for Resource Allocation Planning
AAAI 2025
Problem-dependent Regret for Lexicographic Multi-Armed Bandits with Adversarial Corruptions
IJCAI 2025
Pure Exploration with Feedback Graphs
AISTATS 2025
QuACK: A Multipurpose Queuing Algorithm for Cooperative k-Armed Bandits
AISTATS 2025
Quantile Multi-Armed Bandits with 1-bit Feedback
ALT 2025
Quantum Best Arm Identification with Quantum Oracles
AAAI 2025
Randomised Optimism via Competitive Co-Evolution for Matrix Games with Bandit Feedback
IJCAI 2025
Regret-Optimal List Replicable Bandit Learning: Matching Upper and Lower Bounds
ICLR 2025
Replication-proof Bandit Mechanism Design with Bayesian Agents
AAAI 2025
Reward Maximization for Pure Exploration: Minimax Optimal Good Arm Identification for Nonparametric Multi-Armed Bandits
AISTATS 2025
Risk-sensitive Bandits: Arm Mixture Optimality and Regret-efficient Algorithms
AISTATS 2025
Robust Performance Incentivizing Algorithms for Multi-Armed Bandits with Strategic Agents
AAAI 2025
Satisficing Regret Minimization in Bandits
ICLR 2025
SMAB: MAB based word Sensitivity Estimation Framework and its Applications in Adversarial Text Generation
NAACL 2025
Stochastic Bandits Robust to Adversarial Attacks
ICLR 2025
Time-varying Gaussian Process Bandits with Unknown Prior
AISTATS 2025
Tokenized Bandit for LLM Decoding and Alignment
ICML 2025
Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism
Interspeech 2025
ULTHO: Ultra-Lightweight yet Efficient Hyperparameter Optimization in Deep Reinforcement Learning
ICCV 2025
A Best-of-both-worlds Algorithm for Bandits with Delayed Feedback with Robustness to Excessive Delays
NeurIPS 2024
Adaptive Anytime Multi-Agent Path Finding Using Bandit-Based Large Neighborhood Search
AAAI 2024
Adaptive Learning Rate for Follow-the-Regularized-Leader: Competitive Analysis and Best-of-Both-Worlds
COLT 2024
Adaptive Regret for Bandits Made Possible: Two Queries Suffice
ICLR 2024
ADR-X: ANN-Assisted Wireless Link Rate Adaptation for Compute-Constrained Embedded Gaming Devices
NSDI 2024