conftrace_

statistical efficiency

18 papers

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Co-occurring keywords

computational efficiency (362) parameter estimation (274) generalized method of moment (9) plackett-luce model (31) linear regression (282) maximum likelihood (255) random utility model (11) context tree (1) choice model (14) sparse random projection (5)

Papers

Trajectory Data Suffices for Statistically Efficient Learning in Offline RL with Linear $q^\pi$-Realizability and Concentrability NIPS 2024
On the Statistical Efficiency of Mean-Field Reinforcement Learning with General Function Approximation AISTATS 2024
Polarity Is All You Need to Learn and Transfer Faster ICML 2023
A Non-parametric View of FedAvg and FedProx:Beyond Stationary Points JMLR 2023
Provable benefits of score matching NIPS 2023
A Fast and Accurate Estimator for Large Scale Linear Model via Data Averaging NIPS 2023
Jointly Efficient and Optimal Algorithms for Logistic Bandits AISTATS 2022
Beyond GNNs: An Efficient Architecture for Graph Problems AAAI 2022
A Unified Statistically Efficient Estimation Framework for Unnormalized Models AISTATS 2020
Predicting Choice with Set-Dependent Aggregation ICML 2020
Noise Contrastive Estimation and Negative Sampling for Conditional Models: Consistency and Statistical Efficiency EMNLP 2018
On the Statistical Efficiency of Compositional Nonparametric Prediction AISTATS 2018
Towards Stability and Optimality in Stochastic Gradient Descent AISTATS 2016
Dealing with small data: On the generalization of context trees ICML 2015
Computing Parametric Ranking Models via Rank-Breaking ICML 2014
Generalized Method-of-Moments for Rank Aggregation NIPS 2013
Sample Complexity of Composite Likelihood AISTATS 2012
High-dimensional Variable Selection with Sparse Random Projections: Measurement Sparsity and Statistical Efficiency JMLR 2010