Stochastic Processes

Correlated Noise Provably Beats Independent Noise for Differentially Private Learning ICLR 2024 Corruption-Robust Linear Bandits: Minimax Optimality and Gap-Dependent Misspecification NeurIPS 2024 Counterfactual Density Estimation using Kernel Stein Discrepancies ICLR 2024 Data-Adaptive Probabilistic Likelihood Approximation for Ordinary Differential Equations AISTATS 2024 Data-Driven Confidence Intervals with Optimal Rates for the Mean of Heavy-Tailed Distributions AISTATS 2024 Data-Driven Discovery of Dynamical Systems in Pharmacology using Large Language Models NeurIPS 2024 Decomposable Transformer Point Processes NeurIPS 2024 Decoupled Marked Temporal Point Process using Neural Ordinary Differential Equations ICLR 2024 Deep Hankel matrices with random elements L4DC 2024 Deep Learning for Computing Convergence Rates of Markov Chains NeurIPS 2024 DEEP NEURAL NETWORK INITIALIZATION WITH SPARSITY INDUCING ACTIVATIONS ICLR 2024 DePLM: Denoising Protein Language Models for Property Optimization NeurIPS 2024 Derivatives of Stochastic Gradient Descent in parametric optimization NeurIPS 2024 Design of observer-based finite-time control for inductively coupled power transfer system with random gain fluctuations L4DC 2024 Detecting AI-Generated Code Assignments Using Perplexity of Large Language Models AAAI 2024 Detecting Subtle Differences between Human and Model Languages Using Spectrum of Relative Likelihood EMNLP 2024 Differentially Private Next-Token Prediction of Large Language Models NAACL 2024 DiffMOT: A Real-time Diffusion-based Multiple Object Tracker with Non-linear Prediction CVPR 2024 DiffSED: Sound Event Detection with Denoising Diffusion AAAI 2024 Direct Amortized Likelihood Ratio Estimation AAAI 2024 Discrete Flow Matching NeurIPS 2024 Disentangled Diffusion-Based 3D Human Pose Estimation with Hierarchical Spatial and Temporal Denoiser AAAI 2024 Disentangling Age and Identity with a Mutual Information Minimization for Cross-Age Speaker Verification Interspeech 2024 Distances for Markov Chains, and Their Differentiation ALT 2024 Distributed-Order Fractional Graph Operating Network NeurIPS 2024