| 2025 | AISTATS | Graph-based Complexity for Causal Effect by Empirical Plug-in. | Rina Dechter, Anna Raichev, Jin Tian, Alexander Ihler |
| 2024 | ECAI | Estimating Causal Effects from Learned Causal Networks. | Anna Raichev, Jin Tian, Alexander Ihler, Rina Dechter |
| 2024 | UAI | Value-Based Abstraction Functions for Abstraction Sampling. | Bobak Pezeshki, Kalev Kask, Alexander Ihler, Rina Dechter |
| 2023 | AAAI | Design Amortization for Bayesian Optimal Experimental Design. | Noble Kennamer, Steven Walton, Alexander Ihler |
| 2023 | UAI | Boosting AND/OR-based computational protein design: dynamic heuristics and generalizable UFO. | Bobak Pezeshki, Radu Marinescu, Alexander Ihler, Rina Dechter |
| 2022 | ICML | Reducing Variance in Temporal-Difference Value Estimation via Ensemble of Deep Networks. | Litian Liang, Yaosheng Xu, Stephen McAleer, Dailin Hu, Alexander Ihler, Pieter Abbeel, Roy Fox |
| 2022 | ICML | Be Like Water: Adaptive Floating Point for Machine Learning. | Thomas Y. Yeh, Max Sterner, Zerlina Lai, Brandon Chuang, Alexander Ihler |
| 2022 | UAI | NeuroBE: Escalating neural network approximations of Bucket Elimination. | Sakshi Agarwal, Kalev Kask, Alexander Ihler, Rina Dechter |
| 2022 | UAI | AND/OR branch-and-bound for computational protein design optimizing K. | Bobak Pezeshki, Radu Marinescu, Alexander Ihler, Rina Dechter |
| 2020 | IJCAI | Scaling Up AND/OR Abstraction Sampling. | Kalev Kask, Bobak Pezeshki, Filjor Broka, Alexander Ihler, Rina Dechter |
| 2019 | AAAI | Anytime Recursive Best-First Search for Bounding Marginal MAP. | Radu Marinescu, Akihiro Kishimoto, Adi Botea, Rina Dechter, Alexander Ihler |
| 2019 | AAAI | Interleave Variational Optimization with Monte Carlo Sampling: A Tale of Two Approximate Inference Paradigms. | Qi Lou, Rina Dechter, Alexander Ihler |
| 2019 | CVPR | Empirical Study of MC-Dropout in Various Astronomical Observing Conditions. | Noble Kennamer, Alexander Ihler, David Kirkby |
| 2019 | UAI | A Weighted Mini-Bucket Bound for Solving Influence Diagram. | Junkyu Lee, Radu Marinescu, Alexander Ihler, Rina Dechter |
| 2018 | AAAI | Lifted Generalized Dual Decomposition. | Nicholas Gallo, Alexander Ihler |
| 2018 | AAAI | Generalized Dual Decomposition for Bounding Maximum Expected Utility of Influence Diagrams with Perfect Recall. | Junkyu Lee, Alexander Ihler, Rina Dechter |
| 2018 | AAAI | Anytime Anyspace AND/OR Best-First Search for Bounding Marginal MAP. | Qi Lou, Rina Dechter, Alexander Ihler |
| 2018 | ECCV | Accelerating Dynamic Programs via Nested Benders Decomposition with Application to Multi-Person Pose Estimation. | Shaofei Wang, Alexander Ihler, Konrad P. Krding, Julian Yarkony |
| 2018 | ICML | ContextNet: Deep learning for Star Galaxy Classification. | Noble Kennamer, David Kirkby, Alexander Ihler, Francisco Javier Sanchez-Lopez |
| 2018 | IJCAI | Stochastic Anytime Search for Bounding Marginal MAP. | Radu Marinescu, Rina Dechter, Alexander Ihler |
| 2018 | UAI | Abstraction Sampling in Graphical Models. | Filjor Broka, Rina Dechter, Alexander Ihler, Kalev Kask |
| 2018 | UAI | Join Graph Decomposition Bounds for Influence Diagrams. | Junkyu Lee, Alexander Ihler, Rina Dechter |
| 2018 | UAI | Finite-sample Bounds for Marginal MAP. | Qi Lou, Rina Dechter, Alexander Ihler |
| 2017 | AAAI | Anytime Best+Depth-First Search for Bounding Marginal MAP. | Radu Marinescu, Junkyu Lee, Alexander Ihler, Rina Dechter |
| 2017 | AAAI | Anytime Anyspace AND/OR Search for Bounding the Partition Function. | Qi Lou, Rina Dechter, Alexander Ihler |
| 2017 | AISTATS | Belief Propagation in Conditional RBMs for Structured Prediction. | Wei Ping, Alexander Ihler |
| 2016 | AAAI | From Exact to Anytime Solutions for Marginal MAP. | Junkyu Lee, Radu Marinescu, Rina Dechter, Alexander Ihler |
| 2016 | CEC | Deep neural networks for precipitation estimation from remotely sensed information. | Yumeng Tao, Xiaogang Gao, Alexander Ihler, Kuolin Hsu, Soroosh Sorooshian |
| 2016 | INFOCOM | Cell-to-cell activity prediction for smart cities. | Blerim Cici, Emmanouil Alimpertis, Alexander Ihler, Athina Markopoulou |
| 2015 | FUSION | Boosting crowdsourcing with expert labels: Local vs. global effects. | Qiang Liu, Alexander Ihler, John W. Fisher III |
| 2015 | IJCAI | Pushing Forward Marginal MAP with Best-First Search. | Radu Marinescu, Rina Dechter, Alexander Ihler |
| 2015 | UAI | Incremental Region Selection for Mini-bucket Elimination Bounds. | Sholeh Forouzan, Alexander Ihler |
| 2015 | UAI | Estimating the Partition Function by Discriminance Sampling. | Qiang Liu, Jian Peng, Alexander Ihler, John W. Fisher III |
| 2014 | ICML | Marginal Structured SVM with Hidden Variables. | Wei Ping, Qiang Liu, Alexander Ihler |
| 2014 | UAI | AND/OR Search for Marginal MAP. | Radu Marinescu, Rina Dechter, Alexander Ihler |
| 2014 | SoCS | Beyond Static Mini-Bucket: Towards Integrating with Iterative Cost-Shifting Based Dynamic Heuristics. | William Lam, Kalev Kask, Rina Dechter, Alexander Ihler |
| 2013 | ACML | Linear Approximation to ADMM for MAP inference. | Sholeh Forouzan, Alexander Ihler |
| 2012 | AAAI | Approximating the Sum Operation for Marginal-MAP Inference. | Qiang Cheng, Feng Chen, Jianwu Dong, Wenli Xu, Alexander Ihler |
| 2012 | ECCV | Fast Planar Correlation Clustering for Image Segmentation. | Julian Yarkony, Alexander Ihler, Charless C. Fowlkes |
| 2012 | ICML | Distributed Parameter Estimation via Pseudo-likelihood . | Qiang Liu, Alexander Ihler |
| 2012 | UAI | Join-graph based cost-shifting schemes. | Alexander Ihler, Natalia Flerova, Rina Dechter, Lars Otten |
| 2012 | UAI | Belief Propagation for Structured Decision Making. | Qiang Liu, Alexander Ihler |
| 2012 | UAI | A Cluster-Cumulant Expansion at the Fixed Points of Belief Propagation. | Max Welling, Andrew Gelfand, Alexander Ihler |
| 2011 | AAAI | Fast Parallel and Adaptive Updates for Dual-Decomposition Solvers. | zgr Smer, Umut A. Acar, Alexander Ihler, Ramgopal R. Mettu |
| 2011 | ACSSC | Session MP3a: Graphical models in signal processing II. | Alexander Ihler |
| 2011 | ICML | Bounding the Partition Function using Holder's Inequality. | Qiang Liu, Alexander Ihler |
| 2011 | UAI | Variational Algorithms for Marginal MAP. | Qiang Liu, Alexander Ihler |
| 2011 | UAI | Planar Cycle Covering Graphs. | Julian Yarkony, Alexander Ihler, Charless C. Fowlkes |
| 2011 | UAI | Tightening MRF Relaxations with Planar Subproblems. | Julian Yarkony, Ragib Morshed, Alexander Ihler, Charless C. Fowlkes |
| 2010 | CVPR | Covering trees and lower-bounds on quadratic assignment. | Julian Yarkony, Charless C. Fowlkes, Alexander Ihler |
| 2010 | UAI | Negative Tree Reweighted Belief Propagation. | Qiang Liu, Alexander Ihler |
| 2008 | KDD | Probabilistic Analysis of a Large-Scale Urban Traffic Sensor Data Set. | Jon Hutchins, Alexander Ihler, Padhraic Smyth |
| 2008 | KDD | Fast collapsed gibbs sampling for latent dirichlet allocation. | Ian Porteous, David Newman, Alexander Ihler, Arthur U. Asuncion, Padhraic Smyth, Max Welling |
| 2007 | UAI | Accuracy Bounds for Belief Propagation. | Alexander Ihler |
| 2006 | KDD | Adaptive event detection with time-varying poisson processes. | Alexander Ihler, Jon Hutchins, Padhraic Smyth |