← Authors

Daniel R. Sheldon

13 papers · 2007–2022 · 1 conference · across top CS/AI conferences

Achievements

🐝 Cross-Pollinator (14) πŸ—ΊοΈ Taxonomy Completionist (28) 🐣 Hot Topic Early Bird 🌈 Renaissance Researcher (6) πŸŒ‰ Interdisciplinary Bridge πŸƒ Academic Marathon (15) 🧭 Keyword Pioneer πŸ† Keyword Champion 🌱 Topic Pioneer πŸ—ƒοΈ Keyword Collector (68) πŸ“ˆ Trend Setter πŸ’Ž Century Club (13) πŸ”₯ Unstoppable (5)

Conferences

NIPS (13)

Top co-authors

Justin Domke (3) Garrett Bernstein (2) Ryan McKenna (2) Abhinav Agrawal (1) Dexter Kozen (1) Siddhant Pradhan (1) Rico Angell (1) Mohit Yadav (1) M.a. S. Elmohamed (1) Gerome Miklau (1)

Research topics

Differential Privacy (1)

Keywords

differential privacy (4) variational inference (3) probabilistic inference (3) bayesian inference (2) gaussian process (2) stochastic optimization (2) graphical model (2) bird migration (2) importance weighting (2) posterior distribution (2) latent variable model (2) importance sampling (1) monte carlo estimation (1) dynamic programming (1) statistical modeling (1) ecological modeling (1) markov chain monte carlo (1) viterbi algorithm (1) sample path reconstruction (1) gibbs sampling (1)

Papers

Kernel Interpolation with Sparse Grids NIPS 2022
Relaxed Marginal Consistency for Differentially Private Query Answering NIPS 2021
Permute-and-Flip: A new mechanism for differentially private selection NIPS 2020
Advances in Black-Box VI: Normalizing Flows, Importance Weighting, and Optimization NIPS 2020
Divide and Couple: Using Monte Carlo Variational Objectives for Posterior Approximation NIPS 2019
Differentially Private Bayesian Linear Regression NIPS 2019
Importance Weighting and Variational Inference NIPS 2018
Differentially Private Bayesian Inference for Exponential Families NIPS 2018
Inferring Latent Velocities from Weather Radar Data using Gaussian Processes NIPS 2018
Probabilistic Inference with Generating Functions for Poisson Latent Variable Models NIPS 2016
Stochastic Network Design in Bidirected Trees NIPS 2014
Collective Graphical Models NIPS 2011
Collective Inference on Markov Models for Modeling Bird Migration NIPS 2007