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Multi-Armed Bandits

1044 directly classified papers

Papers per year

Papers

Nearly Tight Bounds for Exploration in Streaming Multi-Armed Bandits with Known Optimality Gap AAAI 2025
The Adaptive Q-Network for Recommendation Tasks with Dynamic Item Space AAAI 2025
Prediction-Based Adaptive Variable Ordering Heuristics for Constraint Satisfaction Problems AAAI 2025
Efficient Graph Bandit Learning with Side-Observations and Switching Constraints AAAI 2025
PRIORITY2REWARD: Incorporating Healthworker Preferences for Resource Allocation Planning AAAI 2025
Explicit and Implicit Examinee-Question Relation Exploiting for Efficient Computerized Adaptive Testing AAAI 2025
Balans: Multi-Armed Bandits-based Adaptive Large Neighborhood Search for Mixed-Integer Programming Problems IJCAI 2025
Randomised Optimism via Competitive Co-Evolution for Matrix Games with Bandit Feedback IJCAI 2025
Constant-Factor Distortion Mechanisms for k-Committee Election AAAI 2025
Batch Ensemble for Variance Dependent Regret in Stochastic Bandits AAAI 2025
p-Mean Regret for Stochastic Bandits AAAI 2025
Optimizing Vital Sign Monitoring in Resource-Constrained Maternal Care: An RL-Based Restless Bandit Approach AAAI 2025
MARK: Multi-agent Collaboration with Ranking Guidance for Text-attributed Graph Clustering ACL 2025
Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs AAAI 2025
A Unified Analysis of Nonstochastic Delayed Feedback for Combinatorial Semi-Bandits, Linear Bandits, and MDPs JMLR 2025
Contextual Bandits with Stage-wise Constraints JMLR 2025
Multi-Objective Neural Bandits with Random Scalarization IJCAI 2025
Problem-dependent Regret for Lexicographic Multi-Armed Bandits with Adversarial Corruptions IJCAI 2025
Public Opinion Field Effect and Hawkes Process Join Hands for Information Popularity Prediction AAAI 2025
Robust Performance Incentivizing Algorithms for Multi-Armed Bandits with Strategic Agents AAAI 2025
In-Domain African Languages Translation Using LLMs and Multi-armed Bandits ACL 2025
Neural Combinatorial Clustered Bandits for Recommendation Systems AAAI 2025
On the Asymptotic Optimality of Confidence Interval Based Algorithms for Fixed Confidence MABs AAAI 2025
FCOM: A Federated Collaborative Online Monitoring Framework via Representation Learning AAAI 2025
Every Bit Helps: Achieving the Optimal Distortion with a Few Queries AAAI 2025