Stochastic Processes

Breaking the Heavy-Tailed Noise Barrier in Stochastic Optimization Problems AISTATS 2024 BroGNet: Momentum-Conserving Graph Neural Stochastic Differential Equation for Learning Brownian Dynamics ICLR 2024 Can Small Language Models Help Large Language Models Reason Better?: LM-Guided Chain-of-Thought COLING 2024 Can't Be Late: Optimizing Spot Instance Savings under Deadlines NSDI 2024 Categorial Grammar Induction with Stochastic Category Selection COLING 2024 Causal Modeling with Stationary Diffusions AISTATS 2024 Causal-StoNet: Causal Inference for High-Dimensional Complex Data ICLR 2024 Central Limit Theorem for Two-Timescale Stochastic Approximation with Markovian Noise: Theory and Applications AISTATS 2024 Certified Adversarial Robustness for Rate Encoded Spiking Neural Networks ICLR 2024 Certified Machine Unlearning via Noisy Stochastic Gradient Descent NeurIPS 2024 Certified Policy Verification and Synthesis for MDPs under Distributional Reach-Avoidance Properties IJCAI 2024 ChaosBench: A Multi-Channel, Physics-Based Benchmark for Subseasonal-to-Seasonal Climate Prediction NeurIPS 2024 Characterizing the Confidence of Large Language Model-Based Automatic Evaluation Metrics EACL 2024 Complex priors and flexible inference in recurrent circuits with dendritic nonlinearities ICLR 2024 Computation-Aware Gaussian Processes: Model Selection And Linear-Time Inference NeurIPS 2024 Conditional Variational Diffusion Models ICLR 2024 Conditioning non-linear and infinite-dimensional diffusion processes NeurIPS 2024 Conjugate Bayesian Two-step Change Point Detection for Hawkes Process NeurIPS 2024 Consistency Models as a Rich and Efficient Policy Class for Reinforcement Learning ICLR 2024 Consistency Trajectory Models: Learning Probability Flow ODE Trajectory of Diffusion ICLR 2024 Consistent3D: Towards Consistent High-Fidelity Text-to-3D Generation with Deterministic Sampling Prior CVPR 2024 Constrained Sampling with Primal-Dual Langevin Monte Carlo NeurIPS 2024 Contextual Bandits with Online Neural Regression ICLR 2024 Coreset Markov chain Monte Carlo AISTATS 2024 Correlated Binomial Process COLT 2024