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Probability

94 directly classified papers

Subtopics

Stochastic Processes (373)

Papers per year

Papers

SConU: Selective Conformal Uncertainty in Large Language Models ACL 2025
Language Model Probabilities are Not Calibrated in Numeric Contexts ACL 2025
Generalized multi-view model: Adaptive density estimation under low-rank constraints JMLR 2025
Resolution Limit of Single-Photon LiDAR CVPR 2024
Sample and Computationally Efficient Robust Learning of Gaussian Single-Index Models NIPS 2024
S-SOS: Stochastic Sum-Of-Squares for Parametric Polynomial Optimization NIPS 2024
Learning Distributions on Manifolds with Free-Form Flows NIPS 2024
3D Gaussian Splatting as Markov Chain Monte Carlo NIPS 2024
Probabilities of Causation with Nonbinary Treatment and Effect AAAI 2024
Estimating Generalization Performance Along the Trajectory of Proximal SGD in Robust Regression NIPS 2024
Sourcerer: Sample-based Maximum Entropy Source Distribution Estimation NIPS 2024
On Neural Networks as Infinite Tree-Structured Probabilistic Graphical Models NIPS 2024
Bias Amplification in Language Model Evolution: An Iterated Learning Perspective NIPS 2024
A Separation in Heavy-Tailed Sampling: Gaussian vs. Stable Oracles for Proximal Samplers NIPS 2024
Breaking the curse of dimensionality in structured density estimation NIPS 2024
Adaptive importance sampling for heavy-tailed distributions via $α$-divergence minimization AISTATS 2024
Low Degree Hardness for Broadcasting on Trees NIPS 2024
Langevin Unlearning: A New Perspective of Noisy Gradient Descent for Machine Unlearning NIPS 2024
Analysis of Differentially Private Synthetic Data: A Measurement Error Approach AAAI 2024
Stable Implementation of Probabilistic ODE Solvers JMLR 2024
Probabilistic size-and-shape functional mixed models NIPS 2024
Towards a Complete Analysis of Langevin Monte Carlo: Beyond Poincaré Inequality COLT 2023
Are Gaussian Data All You Need? The Extents and Limits of Universality in High-Dimensional Generalized Linear Estimation ICML 2023
On the Estimation of Gaussian Mixture Copula Models ICML 2023
Mixture Proportion Estimation Beyond Irreducibility ICML 2023