Statistical Learning

Better-than-KL PAC-Bayes Bounds COLT 2024 Beyond Bayesian Model Averaging over Paths in Probabilistic Programs with Stochastic Support AISTATS 2024 Beyond Catoni: Sharper Rates for Heavy-Tailed and Robust Mean Estimation COLT 2024 Bias Amplification in Language Model Evolution: An Iterated Learning Perspective NeurIPS 2024 BizBench: A Quantitative Reasoning Benchmark for Business and Finance ACL 2024 Boosting Adversarial Training via Fisher-Rao Norm-based Regularization CVPR 2024 BrainBits: How Much of the Brain are Generative Reconstruction Methods Using? NeurIPS 2024 Breaking the curse of dimensionality in structured density estimation NeurIPS 2024 Breaking the Heavy-Tailed Noise Barrier in Stochastic Optimization Problems AISTATS 2024 CAD-DA: Controllable Anomaly Detection after Domain Adaptation by Statistical Inference AISTATS 2024 Calibrating Long-form Generations From Large Language Models EMNLP 2024 Capturing the denoising effect of PCA via compression ratio NeurIPS 2024 CausalChaos! Dataset for Comprehensive Causal Action Question Answering Over Longer Causal Chains Grounded in Dynamic Visual Scenes NeurIPS 2024 Causal Estimation of Memorisation Profiles ACL 2024 Causal Inference in the Closed-Loop: Marginal Structural Models for Sequential Excursion Effects NeurIPS 2024 Cautionary Tales on Synthetic Controls in Survival Analyses CLeaR 2024 Choosing the p in Lp Loss: Adaptive Rates for Symmetric Mean Estimation COLT 2024 Classification Diffusion Models: Revitalizing Density Ratio Estimation NeurIPS 2024 Classification of Data Generated by Gaussian Mixture Models Using Deep ReLU Networks JMLR 2024 Cluster-Adaptive Network A/B Testing: From Randomization to Estimation JMLR 2024 Clustering Items From Adaptively Collected Inconsistent Feedback AISTATS 2024 Coded Computing for Resilient Distributed Computing: A Learning-Theoretic Framework NeurIPS 2024 Combining Grammatical and Relational Approaches. A Hybrid Method for the Identification of Candidate Collocations from Corpora COLING 2024 Combining Statistical Depth and Fermat Distance for Uncertainty Quantification NeurIPS 2024 Community detection in the hypergraph stochastic block model and reconstruction on hypertrees COLT 2024