Stochastic Processes

GeoDiff: A Geometric Diffusion Model for Molecular Conformation Generation ICLR 2022 Global Context With Discrete Diffusion in Vector Quantised Modelling for Image Generation CVPR 2022 Gold-standard solutions to the Schrödinger equation using deep learning: How much physics do we need? NeurIPS 2022 Gradient Temporal Difference with Momentum: Stability and Convergence AAAI 2022 Graph Hawkes Transformer for Extrapolated Reasoning on Temporal Knowledge Graphs EMNLP 2022 Grassmann Stein Variational Gradient Descent AISTATS 2022 HashNWalk: Hash and Random Walk Based Anomaly Detection in Hyperedge Streams IJCAI 2022 Heavy-tailed Streaming Statistical Estimation AISTATS 2022 Hessian-Free High-Resolution Nesterov Acceleration For Sampling ICML 2022 High-dimensional limit theorems for SGD: Effective dynamics and critical scaling NeurIPS 2022 High Probability Generalization Bounds with Fast Rates for Minimax Problems ICLR 2022 High Probability Guarantees for Nonconvex Stochastic Gradient Descent with Heavy Tails ICML 2022 Hindsight Network Credit Assignment: Efficient Credit Assignment in Networks of Discrete Stochastic Units AAAI 2022 Hitting times for continuous-time imprecise-Markov chains UAI 2022 How Sampling Impacts the Robustness of Stochastic Neural Networks NeurIPS 2022 Hyperverlet: A Symplectic Hypersolver for Hamiltonian Systems AAAI 2022 HYPHEN: Hyperbolic Hawkes Attention For Text Streams ACL 2022 HYPRO: A Hybridly Normalized Probabilistic Model for Long-Horizon Prediction of Event Sequences NeurIPS 2022 iLQR-VAE : control-based learning of input-driven dynamics with applications to neural data ICLR 2022 Implicit Regularization or Implicit Conditioning? Exact Risk Trajectories of SGD in High Dimensions NeurIPS 2022 Improved Utility Analysis of Private CountSketch NeurIPS 2022 Improving Mutual Information Estimation with Annealed and Energy-Based Bounds ICLR 2022 Infinitely Deep Bayesian Neural Networks with Stochastic Differential Equations AISTATS 2022 Input Dependent Sparse Gaussian Processes ICML 2022 Interactive rank testing by betting CLeaR 2022