John Lafferty, David Blei, Test of Time Award, ICML 2016
Jure Leskovec, Deepayan Chakrabarti, Jon M. Kleinberg, Christos Faloutsos, Test of Time Award, ECML/PKDD 2015
Beyond Independent Relevance: Methods and Evaluation Metrics for Subtopic Retrieval [.pdf]
Cheng Zhai, William Cohen, John Lafferty, Test of Time Award, SIGIR 2014
Risi Kondor and John Lafferty, Test of Time Award, ICML 2012
Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data [.pdf]
John Lafferty, Andrew McCallum, and Fernando C. N. Pereira, Test of Time Award, ICML 2011
Michalis Faloutsos, Petros Faloutsos and Christos Faloutsos, Test of Time Award, ACM SIGCOMM 2010
William Cohen, Test of Time Award, ACM SIGMOD, 2008
Principled Machine Learning for Societally Consequential Decision Making
Amanda Coston, Honorable mention, CMU SCS Dissertation Award, 2023
Data Mining Meets HCI: Making Sense of Large Graphs [.pdf]
Duen Horng (Polo) Chau, Honorable mention, CMU SCS Dissertation Award, 2012
Dynamics of Large Networks [.pdf]
Jure Leskovec, KDD Dissertation Award, 2009
Where Does My Model Underperform? A Human Evaluation of Slice Discovery Algorithms
Nari Johnson, Ángel Alexander Cabrera, Gregory Plumb, Ameet Talwalkar, Best Paper Award, AAAI Conference on Human Computation and Crowdsourcing (HCOMP 2023)
What's in a Name? Reducing Bias in Bios without Access to Protected Attributes
Alexey Romanov, Maria De-Arteaga, Hanna Wallach, Jennifer Chayes, Christian Borgs, Alexandra Chouldechova, Sahin Geyik, Krishnaram Kenthapadi, Anna Rumshisky, Adam Tauman Kalai, Best Thematic Paper Award, Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2019)
Texar: A Modularized, Versatile, and Extensible Toolkit for Text Generation
Zhiting Hu, Haoran Shi, Bowen Tan, Wentao Wang, Zichao Yang, Tiancheng Zhao, Junxian He, Lianhui Qin, Di Wang, Xuezhe Ma, Zhengzhong Liu, Xiaodan Liang, Wangrong Zhu, Devendra Singh Sachan, Eric P. Xing, Best Demo Paper Nomination, (ACL 2019)
Minghai Chen*, Sen Wang*, Paul Pu Liang*, Tadas Baltrušaitis, Amir Zadeh, Louis-Philippe Morency (*equal contributions)
Best Paper, honorable mention, ACM International Conference on Multimodal Interaction (ICMI 2017)
Language Modeling with Power Low Rank Ensembles [.pdf]
Ankur P. Parikh, Avneesh Saluja, Chris Dyer and Eric Xing, Runner up, Best Paper Award, (EMNLP 2014)
Toward Combining Intra-Real Time Dispatch (RTD) and AGC for On-Line Power Balancing [.pdf]
Marija Ilic, Xiaoqi Yin, Qixing Liu, and Yang Weng, Best Paper at the IEEE Power & Energy Society General Meeting, Washington D.C., 2014
Com2: Fast Automatic Discovery of Temporal ('Comet') Communities [.pdf]
M. Araujo, S. Papadimitriou, S. Günnemann, C. Faloutsos, P. Basu, A. Swami, E. Papalexakis, and D. Koutra, Runner up, Best Student Paper Award, (PAKDD 2014)
Reducing the Sampling Complexity of Topic Models [.pdf]
Aaron Li, Amr Ahmed, Sujith Ravi, Alex Smola, Best Paper Award, (KDD 2014)
Hierarchical Multitask Learning: Scalable Algorithms and an Application to Conversion Optimization in Display Advertising [.pdf]
Amr Ahmed, Abhimanyu Das [Microsoft], and Alex Smola, Best Paper Award, (WSDM 2014)
Recovering Graph-Structured Activations using Adaptive Compressive Measurements[.pdf],[arXiv]
A. Krishnamurthy, J. Sharpnack and A. Singh, Best Student Paper Award, Asilomar Conference on Signals, Systems, and Computers, 2013.
Learning Using Local Membership Queries [.pdf]
Pranjal Awasthi, Vitaly Feldman and Varun Kanade, Best Student Paper Award, (COLT 2013)
Graphical model for state estimation in electric power systems [.pdf]
Yang Weng, Rohit Negi, and Marija Ilic, Ranking First in all Papers, IEEE International Conference on Smart Grid Communications, 2013.
Recursive Regularization for Large-scale Classification with Hierarchical and Graphical Dependencies[.pdf]
Diddharth Gopal, Yiming Yang, Best Student Paper runner up, (SIGKDD 2013)
Gelling, and Melting, Large Graphs by Edge Manipulation [.pdf]
Hanghang Tong, B. Aditya Prakash, Tina Eliassi-Rad, Michalis Faloutsos and Christos Faloutsos, Best Paper Award, (CIKM 2012)
Distributed Learning, Communication Complexity, and Privacy [.pdf]
Maria Florina Balcan, Avrim Blum, Shai Fine, and Yishay Mansour, Runner up Best Paper Award, (COLT 2012)
A Search Method for Obtaining Initial Guesses for Smart Grid State Estimation [.pdf]
Yang Weng, Rohit Negi, and Marija Ilic, Best Paper Award, IEEE International Conference on Smart Grid Communications, Tainan, Taiwan, 2012.
The Automatic Assessment of Knowledge Integration Processes in Project Teams [.pdf]
Gahgene Gweon, Pulkit Agarwak, Mikesh Udani, Bhiksha Raj, Carolyn Rose', Best Student Paper, 9th International Conference on Computer Supported Collaborative Learning, (CSCL 2011)
TREEGL: Reverse Engineering Tree-evolving Gene Networks Underlying Developing Biological Lineages [.pdf]
Ankur Parikh, Wei Wu, Ross Curtis and Eric Xing, Best Paper Award in Translational Bioinformatics, (ISMB 2011)
Computational Rationalization: The Inverse Equilibrium Problem [.pdf]
Kevin Waugh, Brian Ziebart, Drew Bagnell, (ICML 2011)
Spectral Analysis for Billion Scale Graphs: Discoveries and Implementation [.pdf]
U Kang, Brendan Meeder, Christos Faloutsos, Best application paper, (PAKDD 2011)
A Comparison of Latent Variable Models for Conversation Analysis [.pdf]
Sourish Chaudhuri, Bhiksha Raj, (SIGDIAL 2011)
Focused Belief Propagation for Query-Specific Inference [.pdf]
Anton Chechetka, Carlos Guestrin, Best Student Paper, (AISTATS 2010)
Theoretical Justification of Popular Link Prediction Heuristics [.pdf]
Purnamrita Sarkar, Deepayan Chakrabarti, Andrew Moore, Best Student Paper, (COLT 2010)
Hilbert Space Embeddings of Hidden Markov Models [.pdf]
Le Song, Byron Boots, Sajid Siddiqi, Geoff Gordon, Alex Smola, (ICML 2010)
Modeling Interaction via the Principle of Maximum Causal Entropy [.pdf]
Brian Ziebart, Anind Dey, Drew Bagnell, Runnerup Best Student Paper, (ICML 2010)
Non-negative Hidden-Markov Modeling of Audio with Application to Source Separation [.pdf]
Gautham Mysore, Paris Smaragdis, Bhiksha Raj, Best Student Paper, 9th International Conference on Latent Variable Analysis and Source Separation, 2010
Connecting the dots between news articles [.pdf]
Dafna Shahaf & Carlos Guestrin, (KDD 2010)
OddBall: Spotting Anomalies in Weighted Graphs [.pdf]
Leman Akoglu, Mary McGlohon, Christos Faloutsos, (PAKDD 2010)
Concise integer linear programming formulations for dependency parsing [.pdf]
Andre F. T. Martins, Noah A. Smith, Eric P. Xing, (ACL 2009)
RTG: A Recursive Realistic Graph Generator using Random Typing [.pdf]
Leman Akoglu, Christos Faloutsos, Best Knowledge Discovery Paper award, (ECML PKDD 2009)
PEGASUS: A Peta-Scale Graph Mining System - Implementation and Observations [.pdf]
U Kang, Charalampos Tsourakakis, Christos Faloutsos, Best Applications paper runner up, (ICDM 2009)
Sources of evidence for vertical selection [.pdf]
Jaime Arguello, Fernando Diaz, Jamie Callan, Jean-Francois Crespo, (SIGIR 2009)
The True Sample Complexity of Active Learning [.pdf]
Maria Florina Balcan, Steve Hanneke, and Jennifer Wortman, Mark Fulk Best Student Paper Award, (COLT 2008)
A Response Time Model for Bottom-Out Hints as Worked Examples [.pdf]
Benjamin Shih, Ken Koedinger, Richard Scheines, (EDM 2008)
Efficient Sensor Placement Optimization for Securing Large Water Distribution Networks [.pdf]
Andreas Krause, Jure Leskovec, Carlos Guestrin, Jeanne VanBriesen, Christos Faloutsos, Best Research Paper, Journal of Water Resources Planning and Management, 134(6), 516-526 (2008)
Proximity Tracking on Time-Evolving Bipartite Graphs [.pdf]
Hanghang Tong, Spiros Papadimitriou, Philip S. Yu, Christos Faloutsos, (SDM 2008)
Thresholded Rewards: Acting Optimally in Timed, Zero-Sum Games [.pdf]
Colin McMillen, Manuela Veloso, (AAAI 2007)
Cost-effective Outbreak Detection in Networks [.pdf]
Jure Leskovec, Andreas Krause, Carlos Guestrin, Christos Faloutsos, Jeanne VanBriesen, Natalie Glance, (ACM SIGKDD 2007)
Likelihood-Maximizing Beamforming for Robust Hands-Free Speech Recognition [.pdf]
M. L. Seltzer, B. Raj, and R. M. Stern, Best Young Author, IEEE Signal Processing Society, 2007
Less is More: Compact Matrix Decomposition for Large Sparse Graphs [.pdf]
Jimeng Sun, Yinglian Xie, Hui Zhang, Christos Faloutsos, (SIAM 2007)
Harmonium-Based Models for Semantic Video Representation and Classification [.pdf]
J. Yang, Y. Liu, E. P. Xing, A. Hauptmann, (SDM 2007)
Fast Random Walk with Restart and Its Applications [.pdf]
Hanghang Tong, Christos Faloutsos, Jia-Yu Pan, (ICDM 2006)
Near-optimal Sensor Placements: Maximizing Information while Minimizing Communication Cost [.pdf]
Andreas Krause, Carlos Guestrin, Anupam Gupta, Jon Kleinberg, (IPSN 2006)
On Multidimensional Data and Modern Disks [.pdf]
Steven W. Schlosser, Jiri Schindler, Stratos Papadomanolakis, Minglong Shao, Anastassia Ailamaki, Christos Faloutsos, Gregory R. Ganger, (FAST 2005)
ViVo: Visual Vocabulary Construction for Mining Biomedical Images [.pdf]
Arnab Bhattacharya, Vebjorn Ljosa, Jia-Yu Pan, Mark Verardo, Hyunjeong Yang, Christos Faloutsos and Ambuj Singh, (one of five best student paper awards), (ICDM 2005)
Near-optimal Sensor Placements in Gaussian Processes [.pdf]
Carlos Guestrin, Andreas Krause, Ajit Singh, Best Paper Runner-up, (ICML 2005)
A Robust Architecture for Distributed Inference in Sensor Networks [.pdf]
Mark Paskin, Carlos Guestrin, Jim McFadden , (IPSN 2005)
Graphs over time: densification laws, shrinking diameters and possible explanations [.pdf]
Jure Leskovec, Jon Kleinberg, Christos Faloutsos, (KDD 2005)
Near-optimal Value of Information in Graphical Models [.pdf]
Andreas Krause and Carlos Guestrin, Best Paper Runner-up Award, (UAI 2005)
A generalized mean field algorithm for variational inference in exponential families [.pdf]
E.P. Xing, M.I. Jordan, and S. Russell, Best Student paper award, (UAI 2003)
Capturing the spatio-temporal behavior of real traffic data [.pdf]
Mengzhi Wang, Anastassia Ailamaki, Christos Faloutsos, Best student paper award, Performance 2002 (IFIP Int. Symp. on Computer Performance Modeling, Measurement and Evaluation)
Novelty and redundancy detection in adaptive filtering [.pdf]
Yi Zhang, Jamie Callan, Thomas Minka, (SIGIR 2002)
The "DGX" Distribution for Mining Massive, Skewed Data [.pdf]
Zhiqiang Bi, Christos Faloutsos and Flip Korn, Runner up for "best paper", (KDD 2001)
Learning Evaluation Functions for Global Optimization and Boolean Satisfiability [.pdf]
Justin A. Boyan & Andrew W. Moore, (AAAI 1998)
Translingual Information Retrieval: A Comparative Evaluation [.pdf]
Jaime G. Carbonell, Yiming Yang, Robert E. Frederking, Ralf D. Brown, Yibing Geng, Danny Lee, (IJCAI 1997)
Neural Architecture Search with Bayesian Optimisation and Optimal Transport [.pdf]
K. Kandasamy, W. Neiswanger, J. Schneider, B. Poczos, and E. P. Xing, Nvidia Pioneering Research Award, NeurIPS 2018