Stochastic Processes

Tensor-train methods for sequential state and parameter learning in state-space models JMLR 2024 Testing exchangeability by pairwise betting AISTATS 2024 Test-Time Adaptation Induces Stronger Accuracy and Agreement-on-the-Line NeurIPS 2024 The Bayesian sampling in a canonical recurrent circuit with a diversity of inhibitory interneurons NeurIPS 2024 The Blessing of Randomness: SDE Beats ODE in General Diffusion-based Image Editing ICLR 2024 The Collusion of Memory and Nonlinearity in Stochastic Approximation With Constant Stepsize NeurIPS 2024 The Effect of Sampling Temperature on Problem Solving in Large Language Models EMNLP 2024 The High Line: Exact Risk and Learning Rate Curves of Stochastic Adaptive Learning Rate Algorithms NeurIPS 2024 The Irrelevance of Influencers: Information Diffusion with Re-Activation and Immunity Lasts Exponentially Long on Social Network Models AAAI 2024 The Marginal Value of Momentum for Small Learning Rate SGD ICLR 2024 Theoretical guarantees in KL for Diffusion Flow Matching NeurIPS 2024 The power of an adversary in Glauber dynamics COLT 2024 The Sample Complexity of Gradient Descent in Stochastic Convex Optimization NeurIPS 2024 The surprising efficiency of temporal difference learning for rare event prediction NeurIPS 2024 Thunder : Unified Regression-Diffusion Speech Enhancement with a Single Reverse Step using Brownian Bridge Interspeech 2024 Time Machine GPT NAACL 2024 Topological Generalization Bounds for Discrete-Time Stochastic Optimization Algorithms NeurIPS 2024 Towards a Pretrained Model for Restless Bandits via Multi-arm Generalization IJCAI 2024 Towards Efficient MCMC Sampling in Bayesian Neural Networks by Exploiting Symmetry (Extended Abstract) IJCAI 2024 Towards Non-Asymptotic Convergence for Diffusion-Based Generative Models ICLR 2024 Towards Understanding the Working Mechanism of Text-to-Image Diffusion Model NeurIPS 2024 Trigonometric Quadrature Fourier Features for Scalable Gaussian Process Regression AISTATS 2024 UDPM: Upsampling Diffusion Probabilistic Models NeurIPS 2024 Ultrafast classical phylogenetic method beats large protein language models on variant effect prediction NeurIPS 2024 Uncertainty-Aware Mean Opinion Score Prediction Interspeech 2024