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Statistical Learning

4076 directly classified papers

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Papers

Nowcasting Temporal Trends Using Indirect Surveys AAAI 2024
Sample and Computationally Efficient Robust Learning of Gaussian Single-Index Models NIPS 2024
Disentangling the Roles of Distinct Cell Classes with Cell-Type Dynamical Systems NIPS 2024
Is Score Matching Suitable for Estimating Point Processes? NIPS 2024
Robust group and simultaneous inferences for high-dimensional single index model NIPS 2024
Learning from many trajectories JMLR 2024
Model Collapse Demystified: The Case of Regression NIPS 2024
Capturing the denoising effect of PCA via compression ratio NIPS 2024
From Unstructured Data to In-Context Learning: Exploring What Tasks Can Be Learned and When NIPS 2024
Animal-Bench: Benchmarking Multimodal Video Models for Animal-centric Video Understanding NIPS 2024
Testing Semantic Importance via Betting NIPS 2024
WelQrate: Defining the Gold Standard in Small Molecule Drug Discovery Benchmarking NIPS 2024
A Geometric View of Data Complexity: Efficient Local Intrinsic Dimension Estimation with Diffusion Models NIPS 2024
A two-scale Complexity Measure for Deep Learning Models NIPS 2024
Looks Too Good To Be True: An Information-Theoretic Analysis of Hallucinations in Generative Restoration Models NIPS 2024
The Implicit Bias of Heterogeneity towards Invariance: A Study of Multi-Environment Matrix Sensing NIPS 2024
AsEP: Benchmarking Deep Learning Methods for Antibody-specific Epitope Prediction NIPS 2024
ConStat: Performance-Based Contamination Detection in Large Language Models NIPS 2024
Examining the robustness of LLM evaluation to the distributional assumptions of benchmarks ACL 2024
Paloma: A Benchmark for Evaluating Language Model Fit NIPS 2024
Diff-eRank: A Novel Rank-Based Metric for Evaluating Large Language Models NIPS 2024
Bias Amplification in Language Model Evolution: An Iterated Learning Perspective NIPS 2024
Mission Impossible: A Statistical Perspective on Jailbreaking LLMs NIPS 2024
Finsler-Laplace-Beltrami Operators with Application to Shape Analysis CVPR 2024
Estimating the Hallucination Rate of Generative AI NIPS 2024