conftrace_

performance guarantee

19 papers

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Co-occurring keywords

minimax risk classifier (3) minimax classification (3) 0-1 loss (8) multi-objective optimization (364) markov decision process (790) semi-supervised learning (2341) reinforcement learning (4352) active learning (1301) scheduling algorithm (20) unlabeled datum (120)

Papers

Supervised Learning with Evolving Tasks and Performance Guarantees JMLR 2025
Towards provably performant congestion control NSDI 2024
How to Fine-tune the Model: Unified Model Shift and Model Bias Policy Optimization NIPS 2023
The First Proven Performance Guarantees for the Non-Dominated Sorting Genetic Algorithm II (NSGA-II) on a Combinatorial Optimization Problem IJCAI 2023
Minimax Risk Classifiers with 0-1 Loss JMLR 2023
Tight Performance Guarantees of Imitator Policies with Continuous Actions AAAI 2023
Minimax Classification under Concept Drift with Multidimensional Adaptation and Performance Guarantees ICML 2022
Multi-Objective SPIBB: Seldonian Offline Policy Improvement with Safety Constraints in Finite MDPs NIPS 2021
Incorporating Unlabeled Data into Distributionally Robust Learning JMLR 2021
Robust Reinforcement Learning using Least Squares Policy Iteration with Provable Performance Guarantees ICML 2021
Semi-Supervised Aggregation of Dependent Weak Supervision Sources With Performance Guarantees AISTATS 2021
Online Facility Location with Multiple Advice NIPS 2021
Neural Active Learning with Performance Guarantees NIPS 2021
Q* Approximation Schemes for Batch Reinforcement Learning: A Theoretical Comparison UAI 2020
Adaptive Estimator Selection for Off-Policy Evaluation ICML 2020
Minimax Classification with 0-1 Loss and Performance Guarantees NIPS 2020
Performance Guarantees for Homomorphisms beyond Markov Decision Processes AAAI 2019
Earliest-Completion Scheduling of Contract Algorithms with End Guarantees IJCAI 2019
Online Reciprocal Recommendation with Theoretical Performance Guarantees NIPS 2018