| 2019 | AISTATS | Inferring Multidimensional Rates of Aging from Cross-Sectional Data. | Emma Pierson, Pang Wei Koh, Tatsunori B. Hashimoto, Daphne Koller, Jure Leskovec, Nick Eriksson, Percy Liang |
| 2015 | KDD | MOOCS: What Have We Learned? | Daphne Koller |
| 2013 | EDM | Tuned Models of Peer Assessment in MOOCs. | Chris Piech, Jonathan Huang, Zhenghao Chen, Chuong B. Do, Andrew Y. Ng, Daphne Koller |
| 2013 | ICCV | Combining the Right Features for Complex Event Recognition. | Kevin D. Tang, Bangpeng Yao, Li Fei-Fei, Daphne Koller |
| 2013 | ICML | A Fast and Exact Energy Minimization Algorithm for Cycle MRFs. | Huayan Wang, Daphne Koller |
| 2013 | ICML | Subproblem-Tree Calibration: A Unified Approach to Max-Product Message Passing. | Huayan Wang, Daphne Koller |
| 2013 | KDD | The online revolution: education for everyone. | Andrew Y. Ng, Daphne Koller |
| 2013 | UIST | Crowd-scale interactive formal reasoning and analytics. | Ethan Fast, Colleen Lee, Alex Aiken, Michael S. Bernstein, Daphne Koller, Eric Smith |
| 2012 | BMVC | Fine-Grained Categorization for 3D Scene Understanding. | Michael Stark, Jonathan Krause, Bojan Pepik, David Meger, James J. Little, Bernt Schiele, Daphne Koller |
| 2012 | CVPR | A combined pose, object, and feature model for action understanding. | Benjamin Packer, Kate Saenko, Daphne Koller |
| 2012 | CVPR | Learning latent temporal structure for complex event detection. | Kevin D. Tang, Li Fei-Fei, Daphne Koller |
| 2012 | ECCV | Real-Time Human Pose Tracking from Range Data. | Varun Ganapathi, Christian Plagemann, Daphne Koller, Sebastian Thrun |
| 2012 | ECCV | What Makes a Good Detector? - Structured Priors for Learning from Few Examples. | Tianshi Gao, Michael Stark, Daphne Koller |
| 2012 | ICML | Modeling Latent Variable Uncertainty for Loss-based Learning. | M. Pawan Kumar, Benjamin Packer, Daphne Koller |
| 2012 | SIGCSE | Modeling how students learn to program. | Chris Piech, Mehran Sahami, Daphne Koller, Steve Cooper, Paulo Blikstein |
| 2011 | CVPR | A segmentation-aware object detection model with occlusion handling. | Tianshi Gao, Benjamin Packer, Daphne Koller |
| 2011 | CVPR | Multi-level inference by relaxed dual decomposition for human pose segmentation. | Huayan Wang, Daphne Koller |
| 2011 | ICCV | Discriminative learning of relaxed hierarchy for large-scale visual recognition. | Tianshi Gao, Daphne Koller |
| 2011 | ICCV | Learning specific-class segmentation from diverse data. | M. Pawan Kumar, Haithem Turki, Dan Preston, Daphne Koller |
| 2011 | ICML | Multiclass Boosting with Hinge Loss based on Output Coding. | Tianshi Gao, Daphne Koller |
| 2011 | IJCAI | Discovering Deformable Motifs in Continuous Time Series Data. | Suchi Saria, Andrew Duchi, Daphne Koller |
| 2010 | ACL | An Active Learning Approach to Finding Related Terms. | David Vickrey, Oscar Kipersztok, Daphne Koller |
| 2010 | CVPR | Real time motion capture using a single time-of-flight camera. | Varun Ganapathi, Christian Plagemann, Daphne Koller, Sebastian Thrun |
| 2010 | CVPR | Efficiently selecting regions for scene understanding. | M. Pawan Kumar, Daphne Koller |
| 2010 | CVPR | Single image depth estimation from predicted semantic labels. | Beyang Liu, Stephen Gould, Daphne Koller |
| 2010 | ECCV | A Unified Contour-Pixel Model for Figure-Ground Segmentation. | Benjamin Packer, Stephen Gould, Daphne Koller |
| 2010 | ECCV | Discriminative Learning with Latent Variables for Cluttered Indoor Scene Understanding. | Huayan Wang, Stephen Gould, Daphne Koller |
| 2010 | ECCV | Discriminative Learning with Latent Variables for Cluttered Indoor Scene Understanding. | Huayan Wang, Stephen Gould, Daphne Koller |
| 2010 | ICML | Accelerated dual decomposition for MAP inference. | Vladimir Jojic, Stephen Gould, Daphne Koller |
| 2010 | ICML | Non-Local Contrastive Objectives. | David Vickrey, Cliff Chiung-Yu Lin, Daphne Koller |
| 2010 | ICRA | Real-time identification and localization of body parts from depth images. | Christian Plagemann, Varun Ganapathi, Daphne Koller, Sebastian Thrun |
| 2010 | RECOMB | Genovo: | Jonathan Laserson, Vladimir Jojic, Daphne Koller |
| 2009 | CVPR | Alphabet SOUP: A framework for approximate energy minimization. | Stephen Gould, Fernando Amat, Daphne Koller |
| 2009 | ICCV | Decomposing a scene into geometric and semantically consistent regions. | Stephen Gould, Richard Fulton, Daphne Koller |
| 2009 | UAI | MAP Estimation of Semi-Metric MRFs via Hierarchical Graph Cuts. | M. Pawan Kumar, Daphne Koller |
| 2008 | ACL | Sentence Simplification for Semantic Role Labeling. | David Vickrey, Daphne Koller |
| 2008 | CoNLL | Applying Sentence Simplification to the CoNLL-2008 Shared Task. | David Vickrey, Daphne Koller |
| 2008 | ECCV | Learning Spatial Context: Using Stuff to Find Things. | Geremy Heitz, Daphne Koller |
| 2008 | EMNLP | Online Word Games for Semantic Data Collection. | David Vickrey, Aaron Bronzan, William Choi, Aman Kumar, Jason Turner-Maier, Arthur Wang, Daphne Koller |
| 2008 | UAI | Projected Subgradient Methods for Learning Sparse Gaussians. | John C. Duchi, Stephen Gould, Daphne Koller |
| 2008 | UAI | Convex Point Estimation using Undirected Bayesian Transfer Hierarchies. | Gal Elidan, Benjamin Packer, Geremy Heitz, Daphne Koller |
| 2008 | UAI | Constrained Approximate Maximum Entropy Learning of Markov Random Fields. | Varun Ganapathi, David Vickrey, John C. Duchi, Daphne Koller |
| 2007 | ICML | Learning a meta-level prior for feature relevance from multiple related tasks. | Su-In Lee, Vassil Chatalbashev, David Vickrey, Daphne Koller |
| 2007 | UAI | Reasoning at the Right Time Granularity. | Suchi Saria, Uri Nodelman, Daphne Koller |
| 2006 | CVPR | Learning Object Shape: From Drawings to Images. | Gal Elidan, Geremy Heitz, Daphne Koller |
| 2006 | CVPR | Object Pose Detection in Range Scan Data. | Jim Rodgers, Dragomir Anguelov, Hoi-Cheung Pang, Daphne Koller |
| 2006 | ICML | Constructing informative priors using transfer learning. | Rajat Raina, Andrew Y. Ng, Daphne Koller |
| 2006 | UAI | Continuous Time Markov Networks. | Tal El-Hay, Nir Friedman, Daphne Koller, Raz Kupferman |
| 2006 | UAI | Residual Belief Propagation: Informed Scheduling for Asynchronous Message Passing. | Gal Elidan, Ian McGraw, Daphne Koller |
| 2005 | CVPR | Discriminative Learning of Markov Random Fields for Segmentation of 3D Scan Data. | Dragomir Anguelov, Benjamin Taskar, Vassil Chatalbashev, Daphne Koller, Dinkar Gupta, Geremy Heitz, Andrew Y. Ng |
| 2005 | ICML | Learning structured prediction models: a large margin approach. | Benjamin Taskar, Vassil Chatalbashev, Daphne Koller, Carlos Guestrin |
| 2005 | NAACL | Word-Sense Disambiguation for Machine Translation. | David Vickrey, Luke Biewald, Marc Teyssier, Daphne Koller |
| 2005 | UAI | Learning Factor Graphs in Polynomial Time & Sample Complexity. | Pieter Abbeel, Daphne Koller, Andrew Y. Ng |
| 2005 | UAI | Expectation Propagation for Continuous Time Bayesian Networks. | Uri Nodelman, Daphne Koller, Christian R. Shelton |
| 2005 | UAI | Expectation Maximization and Complex Duration Distributions for Continuous Time Bayesian Networks. | Uri Nodelman, Christian R. Shelton, Daphne Koller |
| 2005 | UAI | Ordering-Based Search: A Simple and Effective Algorithm for Learning Bayesian Networks. | Marc Teyssier, Daphne Koller |
| 2004 | EMNLP | Max-Margin Parsing. | Ben Taskar, Dan Klein, Michael Collins, Daphne Koller, Christopher D. Manning |
| 2004 | ICML | Learning associative Markov networks. | Benjamin Taskar, Vassil Chatalbashev, Daphne Koller |
| 2004 | ICRA | Detecting and Modeling Doors with Mobile Robots. | Dragomir Anguelov, Daphne Koller, Evan Parker, Sebastian Thrun |
| 2004 | RECOMB | Probabilistic discovery of overlapping cellular processes and their regulation. | Alexis J. Battle, Eran Segal, Daphne Koller |
| 2004 | UAI | Recovering Articulated Object Models from 3D Range Data. | Dragomir Anguelov, Daphne Koller, Hoi-Cheung Pang, Praveen Srinivasan, Sebastian Thrun |
| 2003 | ICML | Learning on the Test Data: Leveraging Unseen Features. | Benjamin Taskar, Ming Fai Wong, Daphne Koller |
| 2003 | IJCAI | A Continuation Method for Nash Equilibria in Structured Games. | Ben Blum, Christian R. Shelton, Daphne Koller |
| 2003 | IJCAI | Generalizing Plans to New Environments in Relational MDPs. | Carlos Guestrin, Daphne Koller, Chris Gearhart, Neal Kanodia |
| 2003 | IJCAI | FastSLAM 2.0: An Improved Particle Filtering Algorithm for Simultaneous Localization and Mapping that Provably Converges. | Michael Montemerlo, Sebastian Thrun, Daphne Koller, Ben Wegbreit |
| 2003 | ISMB | Discovering molecular pathways from protein interaction and gene expression data. | Eran Segal, Haidong Wang, Daphne Koller |
| 2003 | ISMB | Genome-wide discovery of transcriptional modules from DNA sequence and gene expression. | Eran Segal, R. Yelensky, Daphne Koller |
| 2003 | KDD | Statistical learning from relational data. | Daphne Koller |
| 2003 | PSB | Decomposing Gene Expression into Cellular Processes. | Eran Segal, Alexis J. Battle, Daphne Koller |
| 2003 | UAI | Learning Continuous Time Bayesian Networks. | Uri Nodelman, Christian R. Shelton, Daphne Koller |
| 2003 | UAI | Learning Module Networks. | Eran Segal, Dana Pe'er, Aviv Regev, Daphne Koller, Nir Friedman |
| 2002 | AAAI | Context-Specific Multiagent Coordination and Planning with Factored MDPs. | Carlos Guestrin, Shobha Venkataraman, Daphne Koller |
| 2002 | AAAI | FastSLAM: A Factored Solution to the Simultaneous Localization and Mapping Problem. | Michael Montemerlo, Sebastian Thrun, Daphne Koller, Ben Wegbreit |
| 2002 | AAAI | Multi-Agent Algorithms for Solving Graphical Games. | David Vickrey, Daphne Koller |
| 2002 | RECOMB | From promoter sequence to expression: a probabilistic framework. | Eran Segal, Yoseph Barash, Itamar Simon, Nir Friedman, Daphne Koller |
| 2002 | RECOMB | Probabilistic hierarchical clustering for biological data. | Eran Segal, Daphne Koller |
| 2002 | UAI | Learning Hierarchical Object Maps of Non-Stationary Environments with Mobile Robots. | Dragomir Anguelov, Rahul Biswas, Daphne Koller, Benson Limketkai, Sebastian Thrun |
| 2002 | UAI | Monitoring a Complez Physical System using a Hybrid Dynamic Bayes Net. | Uri Lerner, Brooks Moses, Maricia Scott, Sheila A. McIlraith, Daphne Koller |
| 2002 | UAI | Continuous Time Bayesian Networks. | Uri Nodelman, Christian R. Shelton, Daphne Koller |
| 2002 | UAI | Discriminative Probabilistic Models for Relational Data. | Benjamin Taskar, Pieter Abbeel, Daphne Koller |
| 2002 | WAFR | Simultaneous Mapping and Localization with Sparse Extended Information Filters: Theory and Initial Results. | Sebastian Thrun, Daphne Koller, Zoubin Ghahramani, Hugh F. Durrant-Whyte, Andrew Y. Ng |
| 2001 | ICML | Learning an Agent's Utility Function by Observing Behavior. | Urszula Chajewska, Daphne Koller, Dirk Ormoneit |
| 2001 | ICML | Learning Probabilistic Models of Relational Structure. | Lise Getoor, Nir Friedman, Daphne Koller, Benjamin Taskar |
| 2001 | IJCAI | Max-norm Projections for Factored MDPs. | Carlos Guestrin, Daphne Koller, Ronald Parr |
| 2001 | IJCAI | Multi-Agent Influence Diagrams for Representing and Solving Games. | Daphne Koller, Brian Milch |
| 2001 | IJCAI | Probabilistic Classification and Clustering in Relational Data. | Benjamin Taskar, Eran Segal, Daphne Koller |
| 2001 | IJCAI | Active Learning for Structure in Bayesian Networks. | Simon Tong, Daphne Koller |
| 2001 | ISMB | Rich probabilistic models for gene expression. | Eran Segal, Benjamin Taskar, Audrey P. Gasch, Nir Friedman, Daphne Koller |
| 2001 | SIGMOD | Selectivity Estimation using Probabilistic Models. | Lise Getoor, Benjamin Taskar, Daphne Koller |
| 2001 | UAI | Exact Inference in Networks with Discrete Children of Continuous Parents. | Uri Lerner, Eran Segal, Daphne Koller |
| 2000 | AAAI | Making Rational Decisions Using Adaptive Utility Elicitation. | Urszula Chajewska, Daphne Koller, Ronald Parr |
| 2000 | AAAI | Bayesian Fault Detection and Diagnosis in Dynamic Systems. | Uri Lerner, Ronald Parr, Daphne Koller, Gautam Biswas |
| 2000 | AAAI | Semantics and Inference for Recursive Probability Models. | Avi Pfeffer, Daphne Koller |
| 2000 | AAAI | Restricted Bayes Optimal Classifiers. | Simon Tong, Daphne Koller |
| 2000 | ICML | Support Vector Machine Active Learning with Application sto Text Classification. | Simon Tong, Daphne Koller |
| 2000 | UAI | Utilities as Random Variables: Density Estimation and Structure Discovery. | Urszula Chajewska, Daphne Koller |
| 2000 | UAI | Being Bayesian about Network Structure. | Nir Friedman, Daphne Koller |
| 2000 | UAI | Policy Iteration for Factored MDPs. | Daphne Koller, Ronald Parr |
| 2000 | UAI | Probabilistic Models for Agent's Beliefs and Decisions. | Brian Milch, Daphne Koller |
| 1999 | AAAI | Exploiting the Architecture of Dynamic Systems. | Xavier Boyen, Daphne Koller |
| 1999 | IJCAI | Learning Probabilistic Relational Models. | Nir Friedman, Lise Getoor, Daphne Koller, Avi Pfeffer |
| 1999 | IJCAI | Efficient Reinforcement Learning in Factored MDPs. | Michael J. Kearns, Daphne Koller |
| 1999 | IJCAI | Computing Factored Value Functions for Policies in Structured MDPs. | Daphne Koller, Ronald Parr |
| 1999 | ILP | Probabilistic Relational Models. | Daphne Koller |
| 1999 | UAI | Discovering the Hidden Structure of Complex Dynamic Systems. | Xavier Boyen, Nir Friedman, Daphne Koller |
| 1999 | UAI | A General Algorithm for Approximate Inference and Its Application to Hybrid Bayes Nets. | Daphne Koller, Uri Lerner, Dragomir Anguelov |
| 1999 | UAI | SPOOK: A system for probabilistic object-oriented knowledge representation. | Avi Pfeffer, Daphne Koller, Brian Milch, Ken T. Takusagawa |
| 1998 | AAAI | Structured Representation of Complex Stochastic Systems. | Nir Friedman, Daphne Koller, Avi Pfeffer |
| 1998 | AAAI | Structured Probabilistic Models: Bayesian Networks and Beyond. | Daphne Koller |
| 1998 | AAAI | Probabilistic Frame-Based Systems. | Daphne Koller, Avi Pfeffer |
| 1998 | ICML | Using Learning for Approximation in Stochastic Processes. | Daphne Koller, Raya Fratkina |
| 1998 | UAI | Tractable Inference for Complex Stochastic Processes. | Xavier Boyen, Daphne Koller |
| 1997 | AAAI | P-CLASSIC: A Tractable Probablistic Description Logic. | Daphne Koller, Alon Y. Levy, Avi Pfeffer |
| 1997 | AAAI | Effective Bayesian Inference for Stochastic Programs. | Daphne Koller, David A. McAllester, Avi Pfeffer |
| 1997 | ICML | Hierarchically Classifying Documents Using Very Few Words. | Daphne Koller, Mehran Sahami |
| 1997 | IJCAI | Learning Probabilities for Noisy First-Order Rules. | Daphne Koller, Avi Pfeffer |
| 1997 | UAI | Update Rules for Parameter Estimation in Bayesian Networks. | Eric Bauer, Daphne Koller, Yoram Singer |
| 1997 | UAI | Object-Oriented Bayesian Networks. | Daphne Koller, Avi Pfeffer |
| 1997 | UAI | Nonuniform Dynamic Discretization in Hybrid Networks. | Alexander V. Kozlov, Daphne Koller |
| 1997 | VLDB | Using Probabilistic Information in Data Integration. | Daniela Florescu, Daphne Koller, Alon Y. Levy |
| 1996 | AAAI | First-Order Conditional Logic Revisited. | Nir Friedman, Joseph Y. Halpern, Daphne Koller |
| 1996 | AAAI | Irrelevance and Conditioning in First-Order Probabilistic Logic. | Daphne Koller, Joseph Y. Halpern |
| 1996 | ICML | Toward Optimal Feature Selection. | Daphne Koller, Mehran Sahami |
| 1996 | UAI | Context-Specific Independence in Bayesian Networks. | Craig Boutilier, Nir Friedman, Moiss Goldszmidt, Daphne Koller |
| 1995 | ECSQARU | Constructing Flexible Dynamic Belief Networks from First-Order Probalistic Knowledge Bases. | Sabine Glesner, Daphne Koller |
| 1995 | ICCV | An Integrated Stereo-Based Approach to Automatic Vehicle Guidance. | Quang-Tuan Luong, Joseph Weber, Daphne Koller, Jitendra Malik |
| 1995 | IJCAI | Representation Dependence in Probabilistic Inference. | Joseph Y. Halpern, Daphne Koller |
| 1995 | IJCAI | Generating and Solving Imperfect Information Games. | Daphne Koller, Avi Pfeffer |
| 1995 | IJCAI | Local Learning in Probabilistic Networks with Hidden Variables. | Stuart Russell, John Binder, Daphne Koller, Keiji Kanazawa |
| 1995 | UAI | Stochastic simulation algorithms for dynamic probabilistic networks. | Keiji Kanazawa, Daphne Koller, Stuart Russell |
| 1994 | AAAI | Forming Beliefs about a Changing World. | Fahiem Bacchus, Adam J. Grove, Joseph Y. Halpern, Daphne Koller |
| 1994 | AAAI | Automatic Symbolic Traffic Scene Analysis Using Belief Networks. | Timothy Huang, Daphne Koller, Jitendra Malik, Gary H. Ogasawara, Bobby S. Rao, Stuart Russell, Joseph Weber |
| 1994 | FOCS | (De)randomized Construction of Small Sample Spaces in \calNC | David R. Karger, Daphne Koller |
| 1994 | ICPR | Towards robust automatic traffic scene analysis in real-time. | Daphne Koller, Joseph Weber, Timothy Huang, Jitendra Malik, Gary H. Ogasawara, Stuart Russell, Bobby S. Rao |
| 1994 | STOC | Fast algorithms for finding randomized strategies in game trees. | Daphne Koller, Nimrod Megiddo, Bernhard von Stengel |
| 1994 | UAI | Generating New Beliefs from Old. | Fahiem Bacchus, Adam J. Grove, Joseph Y. Halpern, Daphne Koller |
| 1993 | IJCAI | Statistical Foundations for Default Reasoning. | Fahiem Bacchus, Adam J. Grove, Joseph Y. Halpern, Daphne Koller |
| 1993 | STOC | Constructing small sample spaces satisfying given constraints. | Daphne Koller, Nimrod Megiddo |
| 1992 | AAAI | From Statistics to Beliefs. | Fahiem Bacchus, Adam J. Grove, Daphne Koller, Joseph Y. Halpern |
| 1992 | KR | A Logic for Approximate Reasoning. | Daphne Koller, Joseph Y. Halpern |
| 1992 | LICS | Random Worlds and Maximum Entropy | Adam J. Grove, Joseph Y. Halpern, Daphne Koller |
| 1992 | STOC | Asymptotic Conditional Probabilities for First-Order Logic | Adam J. Grove, Joseph Y. Halpern, Daphne Koller |
| 1991 | FOCS | Finding the Hidden Path: Time Bounds for All-Pairs Shortest Paths | David R. Karger, Daphne Koller, Steven J. Phillips |
| 1991 | UAI | Probability Estimation in Face of Irrelevant Information. | Adam J. Grove, Daphne Koller |
| 1987 | FOCS | Achievable Cases in an Asynchronous Environment (Extended Abstract) | Hagit Attiya, Amotz Bar-Noy, Danny Dolev, Daphne Koller, David Peleg, Rdiger Reischuk |