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Carlos Guestrin

Publication record assembled from the DBLP archive of ranked conferences.

Papers indexed

82

Venues

28

Active years

1998–2025

Best venue rank

A*

Where they publish

Papers

82 indexed papers, newest first.

YearVenueTitleAuthors
2025CIDRText2SQL is Not Enough: Unifying AI and Databases with TAG.Asim Biswal, Siddharth Jha, Carlos Guestrin, Matei Zaharia, Joseph E. Gonzalez, Amog Kamsetty, Shu Liu, Liana Patel
2025ICLRModel Equality Testing: Which Model is this API Serving?Irena Gao, Percy Liang, Carlos Guestrin
2025ICMLLearning to (Learn at Test Time): RNNs with Expressive Hidden States.Yu Sun, Xinhao Li, Karan Dalal, Jiarui Xu, Arjun Vikram, Genghan Zhang, Yann Dubois, Xinlei Chen, Xiaolong Wang, Sanmi Koyejo, Tatsunori Hashimoto, Carlos Guestrin
2025NAACLBenchmarking Distributional Alignment of Large Language Models.Nicole Meister, Carlos Guestrin, Tatsunori Hashimoto
2024SPExploiting Programmatic Behavior of LLMs: Dual-Use Through Standard Security Attacks.Daniel Kang, Xuechen Li, Ion Stoica, Carlos Guestrin, Matei Zaharia, Tatsunori Hashimoto
2021ICMLLearning Neural Network Subspaces.Mitchell Wortsman, Maxwell Horton, Carlos Guestrin, Ali Farhadi, Mohammad Rastegari
2021IJCAIBeyond Accuracy: Behavioral Testing of NLP Models with Checklist (Extended Abstract).Marco Tlio Ribeiro, Tongshuang Wu, Carlos Guestrin, Sameer Singh
2020ACLBeyond Accuracy: Behavioral Testing of NLP Models with CheckList.Marco Tlio Ribeiro, Tongshuang Wu, Carlos Guestrin, Sameer Singh
2020ICMLAdaScale SGD: A User-Friendly Algorithm for Distributed Training.Tyler B. Johnson, Pulkit Agrawal, Haijie Gu, Carlos Guestrin
2019ACLAre Red Roses Red? Evaluating Consistency of Question-Answering Models.Marco Tlio Ribeiro, Carlos Guestrin, Sameer Singh
2019CHIApp Usage Predicts Cognitive Ability in Older Adults.Mitchell L. Gordon, Leon A. Gatys, Carlos Guestrin, Jeffrey P. Bigham, Andrew Trister, Kayur Patel
2019ICMLAddressing the Loss-Metric Mismatch with Adaptive Loss Alignment.Chen Huang, Shuangfei Zhai, Walter Talbott, Miguel ngel Bautista, Shih-Yu Sun, Carlos Guestrin, Joshua M. Susskind
2019KDD4 Perspectives in Human-Centered Machine Learning.Carlos Guestrin
2019KDDRaise to Speak: An Accurate, Low-power Detector for Activating Voice Assistants on Smartwatches.Shiwen Zhao, Brandt Westing, Shawn Scully, Heri Nieto, Roman Holenstein, Minwoo Jeong, Krishna Sridhar, Brandon Newendorp, Mike Bastian, Sethu Raman, Tim Paek, Kevin Lynch, Carlos Guestrin
2019MOBICOM4 Systems Perspectives into Human-Centered Machine Learning.Carlos Guestrin
2018AAAIAnchors: High-Precision Model-Agnostic Explanations.Marco Tlio Ribeiro, Sameer Singh, Carlos Guestrin
2018ACLSemantically Equivalent Adversarial Rules for Debugging NLP models.Marco Tlio Ribeiro, Sameer Singh, Carlos Guestrin
2018OSDITVM: An Automated End-to-End Optimizing Compiler for Deep Learning.Tianqi Chen, Thierry Moreau, Ziheng Jiang, Lianmin Zheng, Eddie Q. Yan, Haichen Shen, Meghan Cowan, Leyuan Wang, Yuwei Hu, Luis Ceze, Carlos Guestrin, Arvind Krishnamurthy
2017AISTATSScaling Submodular Maximization via Pruned Submodularity Graphs.Tianyi Zhou, Hua Ouyang, Jeff A. Bilmes, Yi Chang, Carlos Guestrin
2017ICMLStingyCD: Safely Avoiding Wasteful Updates in Coordinate Descent.Tyler B. Johnson, Carlos Guestrin
2016KDDXGBoost: A Scalable Tree Boosting System.Tianqi Chen, Carlos Guestrin
2016KDD"Why Should I Trust You?": Explaining the Predictions of Any Classifier.Marco Tlio Ribeiro, Sameer Singh, Carlos Guestrin
2016NAACL"Why Should I Trust You?": Explaining the Predictions of Any Classifier.Marco Tlio Ribeiro, Sameer Singh, Carlos Guestrin
2015AISTATSEfficient Second-Order Gradient Boosting for Conditional Random Fields.Tianqi Chen, Sameer Singh, Ben Taskar, Carlos Guestrin
2015ICMLBlitz: A Principled Meta-Algorithm for Scaling Sparse Optimization.Tyler B. Johnson, Carlos Guestrin
2014CVPRLearning Everything about Anything: Webly-Supervised Visual Concept Learning.Santosh Kumar Divvala, Ali Farhadi, Carlos Guestrin
2014FCCMGraphGen: An FPGA Framework for Vertex-Centric Graph Computation.Eriko Nurvitadhi, Gabriel Weisz, Yu Wang, Skand Hurkat, Marie Nguyen, James C. Hoe, Jos F. Martnez, Carlos Guestrin
2014ICMLStochastic Gradient Hamiltonian Monte Carlo.Tianqi Chen, Emily B. Fox, Carlos Guestrin
2014KDDReducing Data Loading Bottleneck with Coarse Feature Vectors for Large Scale Learning.Shingo Takamatsu, Carlos Guestrin
2014WWWPersonalized collaborative clustering.Yisong Yue, Chong Wang, Khalid El-Arini, Carlos Guestrin
2013CIKMUsability in machine learning at scale with graphlab.Carlos Guestrin
2013KDDRepresenting documents through their readers.Khalid El-Arini, Min Xu, Emily B. Fox, Carlos Guestrin
2012ICMLHierarchical Exploration for Accelerating Contextual Bandits.Yisong Yue, Sue Ann Hong, Carlos Guestrin
2012KDDMetro maps of science.Dafna Shahaf, Carlos Guestrin, Eric Horvitz
2012OSDIPowerGraph: Distributed Graph-Parallel Computation on Natural Graphs.Joseph E. Gonzalez, Yucheng Low, Haijie Gu, Danny Bickson, Carlos Guestrin
2012OSDIGraphChi: Large-Scale Graph Computation on Just a PC.Aapo Kyrola, Guy E. Blelloch, Carlos Guestrin
2012WWWTrains of thought: generating information maps.Dafna Shahaf, Carlos Guestrin, Eric Horvitz
2011ICMLParallel Coordinate Descent for L1-Regularized Loss Minimization.Joseph K. Bradley, Aapo Kyrola, Danny Bickson, Carlos Guestrin
2011IJCAIConnecting the Dots between News Articles.Dafna Shahaf, Carlos Guestrin
2011KDDBeyond keyword search: discovering relevant scientific literature.Khalid El-Arini, Carlos Guestrin
2011UAIEfficient Probabilistic Inference with Partial Ranking Queries.Jonathan Huang, Ashish Kapoor, Carlos Guestrin
2010ICMLLearning Tree Conditional Random Fields.Joseph K. Bradley, Carlos Guestrin
2010ICMLLearning Hierarchical Riffle Independent Groupings from Rankings.Jonathan Huang, Carlos Guestrin
2010KDDConnecting the dots between news articles.Dafna Shahaf, Carlos Guestrin
2010UAIGraphLab: A New Framework For Parallel Machine Learning.Yucheng Low, Joseph Gonzalez, Aapo Kyrola, Danny Bickson, Carlos Guestrin, Joseph M. Hellerstein
2009KDDTurning down the noise in the blogosphere.Khalid El-Arini, Gaurav Veda, Dafna Shahaf, Carlos Guestrin
2009KDDHow optimized environmental sensing helps address information overload on the web.Carlos Guestrin
2009UAIDistributed Parallel Inference on Large Factor Graphs.Joseph Gonzalez, Yucheng Low, Carlos Guestrin, David R. O'Hallaron
2007AAAINear-optimal Observation Selection using Submodular Functions.Andreas Krause, Carlos Guestrin
2007AAAINonmyopic Informative Path Planning in Spatio-Temporal Models.Alexandra Meliou, Andreas Krause, Carlos Guestrin, Joseph M. Hellerstein
2007ICMLNonmyopic active learning of Gaussian processes: an exploration-exploitation approach.Andreas Krause, Carlos Guestrin
2007IJCAIEfficient Planning of Informative Paths for Multiple Robots.Amarjeet Singh, Andreas Krause, Carlos Guestrin, William J. Kaiser, Maxim A. Batalin
2007INFOCOMInformation Survival Threshold in Sensor and P2P Networks.Deepayan Chakrabarti, Jure Leskovec, Christos Faloutsos, Samuel Madden, Carlos Guestrin, Michalis Faloutsos
2007KDDCost-effective outbreak detection in networks.Jure Leskovec, Andreas Krause, Carlos Guestrin, Christos Faloutsos, Jeanne M. VanBriesen, Natalie S. Glance
2007UISTRobust, low-cost, non-intrusive sensing and recognition of seated postures.Bilge Mutlu, Andreas Krause, Jodi Forlizzi, Carlos Guestrin, Jessica K. Hodgins
2006ICMLData association for topic intensity tracking.Andreas Krause, Jure Leskovec, Carlos Guestrin
2005CIDRUsing Probabilistic Models for Data Management in Acquisitional Environments.Amol Deshpande, Carlos Guestrin, Samuel Madden
2005ICDEExploiting Correlated Attributes in Acquisitional Query Processing.Amol Deshpande, Carlos Guestrin, Wei Hong, Samuel Madden
2005ICMLNear-optimal sensor placements in Gaussian processes.Carlos Guestrin, Andreas Krause, Ajit Paul Singh
2005ICMLLearning structured prediction models: a large margin approach.Benjamin Taskar, Vassil Chatalbashev, Daphne Koller, Carlos Guestrin
2005IJCAIOptimal Nonmyopic Value of Information in Graphical Models - Efficient Algorithms and Theoretical Limits.Andreas Krause, Carlos Guestrin
2005IJCAIConcurrent Hierarchical Reinforcement Learning.Bhaskara Marthi, Stuart Russell, David Latham, Carlos Guestrin
2005UAINear-optimal Nonmyopic Value of Information in Graphical Models.Andreas Krause, Carlos Guestrin
2005SENSYSClaytronics: highly scalable communications, sensing, and actuation networks.Burak Aksak, Preethi Srinivas Bhat, Jason Campbell, Michael DeRosa, Stanislav Funiak, Phillip B. Gibbons, Seth Copen Goldstein, Carlos Guestrin, Ashish Gupta, Casey Helfrich, James F. Hoburg, Brian T. Kirby, James Kuffner, Peter Lee, Todd C. Mowry, Padmanabhan Pillai, Ram Ravichandran, Benjamin D. Rister, Srinivasan Seshan, Metin Sitti, Haifeng Yu
2005SENSYSIntelligent light control using sensor networks.Vipul Singhvi, Andreas Krause, Carlos Guestrin, James H. Garrett Jr., H. Scott Matthews
2004UAISolving Factored MDPs with Continuous and Discrete Variables.Carlos Guestrin, Milos Hauskrecht, Branislav Kveton
2004UAIRobust Probabilistic Inference in Distributed Systems.Mark A. Paskin, Carlos Guestrin
2004VLDBModel-Driven Data Acquisition in Sensor Networks.Amol Deshpande, Carlos Guestrin, Samuel Madden, Joseph M. Hellerstein, Wei Hong
2003IJCAIGeneralizing Plans to New Environments in Relational MDPs.Carlos Guestrin, Daphne Koller, Chris Gearhart, Neal Kanodia
2002AAAIContext-Specific Multiagent Coordination and Planning with Factored MDPs.Carlos Guestrin, Shobha Venkataraman, Daphne Koller
2002AAAIGreedy Linear Value-Approximation for Factored Markov Decision Processes.Relu Patrascu, Pascal Poupart, Dale Schuurmans, Craig Boutilier, Carlos Guestrin
2002ECCBStochastic roadmap simulation for the study of ligand-protein interactions.Mehmet Serkan Apaydin, Carlos Guestrin, Chris Varma, Douglas L. Brutlag, Jean-Claude Latombe
2002ECCBUsing robotics to fold proteins and dock ligands.Douglas L. Brutlag, Mehmet Serkan Apaydin, Carlos Guestrin, David Hsu, Chris Varma, Amit Pal Singh, Jean-Claude Latombe
2002ICMLCoordinated Reinforcement Learning.Carlos Guestrin, Michail G. Lagoudakis, Ronald Parr
2002ICMLAlgorithm-Directed Exploration for Model-Based Reinforcement Learning in Factored MDPs.Carlos Guestrin, Relu Patrascu, Dale Schuurmans
2002RECOMBStochastic roadmap simulation: an efficient representation and algorithm for analyzing molecular motion.Mehmet Serkan Apaydin, Douglas L. Brutlag, Carlos Guestrin, David Hsu, Jean-Claude Latombe
2002UAIDistributed Planning in Hierarchical Factored MDPs.Carlos Guestrin, Geoffrey J. Gordon
2002WAFRStochastic Conformational Roadmaps for Computing Ensemble Properties of Molecular Motion.Mehmet Serkan Apaydin, Douglas L. Brutlag, Carlos Guestrin, David Hsu, Jean-Claude Latombe
2001IJCAIMax-norm Projections for Factored MDPs.Carlos Guestrin, Daphne Koller, Ronald Parr
2001UAIRobust Combination of Local Controllers.Carlos Guestrin, Dirk Ormoneit
1998IROSFast software image stabilization with color registration.Carlos Guestrin, Fbio Gagliardi Cozman, Eric Krotkov
1998KESIndustrial applications of image mosaicing and stabilization.Carlos Guestrin, Fbio Gagliardi Cozman, Marcelo Godoy Simes