Theory

Scaling Laws for Data Filtering-- Data Curation cannot be Compute Agnostic CVPR 2024 Scaling Laws for Linear Complexity Language Models EMNLP 2024 Scaling Laws in Linear Regression: Compute, Parameters, and Data NeurIPS 2024 Scaling Laws of Decoder-Only Models on the Multilingual Machine Translation Task EMNLP 2024 Schroedinger’s Threshold: When the AUC Doesn’t Predict Accuracy COLING 2024 Score-based generative models are provably robust: an uncertainty quantification perspective NeurIPS 2024 Score-based generative models break the curse of dimensionality in learning a family of sub-Gaussian distributions ICLR 2024 SEGNO: Generalizing Equivariant Graph Neural Networks with Physical Inductive Biases ICLR 2024 Selectively Answering Visual Questions ACL 2024 Self-Consuming Generative Models Go MAD ICLR 2024 Self-Recognition in Language Models EMNLP 2024 Semiparametric Efficient Inference in Adaptive Experiments CLeaR 2024 Semi-Supervised Sparse Gaussian Classification: Provable Benefits of Unlabeled Data NeurIPS 2024 Separations in the Representational Capabilities of Transformers and Recurrent Architectures NeurIPS 2024 Sequential Model-Based Diagnosis by Systematic Search (Abstract Reprint) AAAI 2024 Sequential Probability Assignment with Contexts: Minimax Regret, Contextual Shtarkov Sums, and Contextual Normalized Maximum Likelihood NeurIPS 2024 Sharp analysis of power iteration for tensor PCA JMLR 2024 Sharpness-Aware Minimization Activates the Interactive Teaching's Understanding and Optimization NeurIPS 2024 Sigmoid Gating is More Sample Efficient than Softmax Gating in Mixture of Experts NeurIPS 2024 Simple Cycle Reservoirs are Universal JMLR 2024 Simple Weak Coresets for Non-decomposable Classification Measures AAAI 2024 Simpson’s Paradox and the Accuracy-Fluency Tradeoff in Translation ACL 2024 Small coresets via negative dependence: DPPs, linear statistics, and concentration NeurIPS 2024 Smart Lexical Search for Label Flipping Adversial Attack ACL 2024 Smooth ECE: Principled Reliability Diagrams via Kernel Smoothing ICLR 2024