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Statistical Learning

4,117 papers

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Papers

The Sample Complexity of Gradient Descent in Stochastic Convex Optimization NIPS 2024
Paloma: A Benchmark for Evaluating Language Model Fit NIPS 2024
Robust group and simultaneous inferences for high-dimensional single index model NIPS 2024
LaSCal: Label-Shift Calibration without target labels NIPS 2024
Generalized Fast Exact Conformalization NIPS 2024
Breaking the curse of dimensionality in structured density estimation NIPS 2024
Zipper: Addressing Degeneracy in Algorithm-Agnostic Inference NIPS 2024
Navigating the Maze of Explainable AI: A Systematic Approach to Evaluating Methods and Metrics NIPS 2024
HHD-GP: Incorporating Helmholtz-Hodge Decomposition into Gaussian Processes for Learning Dynamical Systems NIPS 2024
Safetywashing: Do AI Safety Benchmarks Actually Measure Safety Progress? NIPS 2024
Consistency of Neural Causal Partial Identification NIPS 2024
Using Surrogates in Covariate-adjusted Response-adaptive Randomization Experiments with Delayed Outcomes NIPS 2024
Taming "data-hungry" reinforcement learning? Stability in continuous state-action spaces NIPS 2024
Great Minds Think Alike: The Universal Convergence Trend of Input Salience NIPS 2024
Towards Heterogeneous Long-tailed Learning: Benchmarking, Metrics, and Toolbox NIPS 2024
Symmetries in Overparametrized Neural Networks: A Mean Field View NIPS 2024
Optimal Aggregation of Prediction Intervals under Unsupervised Domain Shift NIPS 2024
Conformal Alignment: Knowing When to Trust Foundation Models with Guarantees NIPS 2024
Universal Rates for Active Learning NIPS 2024
From Biased to Unbiased Dynamics: An Infinitesimal Generator Approach NIPS 2024
The Reliability of OKRidge Method in Solving Sparse Ridge Regression Problems NIPS 2024
Testing Semantic Importance via Betting NIPS 2024
Local Anti-Concentration Class: Logarithmic Regret for Greedy Linear Contextual Bandit NIPS 2024
Covariate Shift Corrected Conditional Randomization Test NIPS 2024
Two-way Deconfounder for Off-policy Evaluation in Causal Reinforcement Learning NIPS 2024