Stochastic Processes

Probabilistic Calibration by Design for Neural Network Regression AISTATS 2024 Probabilistic Modeling for Sequences of Sets in Continuous-Time AISTATS 2024 Probabilistic ODE solvers for integration error-aware numerical optimal control L4DC 2024 Probabilistic Weather Forecasting with Hierarchical Graph Neural Networks NeurIPS 2024 Probably approximately correct stability of allocations in uncertain coalitional games with private sampling L4DC 2024 ProbTS: Benchmarking Point and Distributional Forecasting across Diverse Prediction Horizons NeurIPS 2024 PROMISE: Preconditioned Stochastic Optimization Methods by Incorporating Scalable Curvature Estimates JMLR 2024 Protected Test-Time Adaptation via Online Entropy Matching: A Betting Approach NeurIPS 2024 Protein Discovery with Discrete Walk-Jump Sampling ICLR 2024 Provable Posterior Sampling with Denoising Oracles via Tilted Transport NeurIPS 2024 ptwt - The PyTorch Wavelet Toolbox JMLR 2024 QGym: Scalable Simulation and Benchmarking of Queuing Network Controllers NeurIPS 2024 Quantifying Association Capabilities of Large Language Models and Its Implications on Privacy Leakage EACL 2024 Quantifying Unintended Memorization in BEST-RQ ASR Encoders Interspeech 2024 QUEST: Quality-Aware Metropolis-Hastings Sampling for Machine Translation NeurIPS 2024 Random Oscillators Network for Time Series Processing AISTATS 2024 Recurrent Alignment with Hard Attention for Hierarchical Text Rating EMNLP 2024 Recurrent neural network dynamical systems for biological vision NeurIPS 2024 Reparameterization invariance in approximate Bayesian inference NeurIPS 2024 Reverse Diffusion Monte Carlo ICLR 2024 Revisiting the Markov Property for Machine Translation EACL 2024 Revisiting the Noise Model of Stochastic Gradient Descent AISTATS 2024 Riemannian Laplace Approximation with the Fisher Metric AISTATS 2024 Risk Measures and Upper Probabilities: Coherence and Stratification JMLR 2024 Robustness Verification of Deep Reinforcement Learning Based Control Systems Using Reward Martingales AAAI 2024