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pareto frontier

24 papers

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Co-occurring keywords

multi-objective optimization (364) bayesian optimization (624) model compression (3302) stochastic linear bandit (15) large language model (13587) regret bound (1926) multi-armed bandit (1098) neural network optimization (1293) in-context learning (1405) constraint handling (6)

Papers

Multi-Value Alignment for LLMs via Value Decorrelation and Extrapolation AAAI 2026
Mixtures of In-Context Learners ACL 2025
COM-BOM: Bayesian Exemplar Search for Efficiently Exploring the Accuracy-Calibration Pareto Frontier EMNLP 2025
Optimal Scalarizations for Sublinear Hypervolume Regret NIPS 2024
Multi-Objective Population Based Training ICML 2023
{PF}$^2$ES: Parallel Feasible Pareto Frontier Entropy Search for Multi-Objective Bayesian Optimization AISTATS 2023
Fair Data Representation for Machine Learning at the Pareto Frontier JMLR 2023
Leveraging Initial Hints for Free in Stochastic Linear Bandits ALT 2022
Towards Efficient NLP: A Standard Evaluation and A Strong Baseline NAACL 2022
Two-Sided Matching over Social Networks IJCAI 2022
Robust Multi-Objective Reinforcement Learning with Dynamic Preferences ACML 2022
The Pareto Frontier of Instance-Dependent Guarantees in Multi-Player Multi-Armed Bandits with no Communication COLT 2022
DeepReDuce: ReLU Reduction for Fast Private Inference ICML 2021
The Pareto Frontier of model selection for general Contextual Bandits NIPS 2021
Optimal Decision Trees for Nonlinear Metrics AAAI 2021
Hybrid Predictive Models: When an Interpretable Model Collaborates with a Black-box Model JMLR 2021
Modelling Diversity of Solutions AAAI 2020
Balancing Competing Objectives with Noisy Data: Score-Based Classifiers for Welfare-Aware Machine Learning ICML 2020
HAWQ-V2: Hessian Aware trace-Weighted Quantization of Neural Networks NIPS 2020
Random Hypervolume Scalarizations for Provable Multi-Objective Black Box Optimization ICML 2020
Efficient and Thrifty Voting by Any Means Necessary NIPS 2019
Recycling Privileged Learning and Distribution Matching for Fairness NIPS 2017
Pareto Frontier Learning with Expensive Correlated Objectives ICML 2016
The Pareto Regret Frontier for Bandits NIPS 2015