Smoothing out focused demand for network resources. - Kevin Leyton-Brown; Ryan Porter; Shobha Venkataraman; Balaji Prabhakar (EC, 2001)

Context-Specific Multiagent Coordination and Planning with Factored MDPs. - Carlos Guestrin; Shobha Venkataraman; Daphne Koller (AAAI/IAAI, 2002)

Incentive mechanisms for smoothing out a focused demand for network resources. - Kevin Leyton-Brown; Ryan Porter; Balaji Prabhakar; Yoav Shoham; Shobha Venkataraman (Comput. Commun., 2003)

Efficient Solution Algorithms for Factored MDPs. - Carlos Guestrin; Daphne Koller; Ronald Parr; Shobha Venkataraman (J. Artif. Intell. Res., 2003)

Detection of Interactive Stepping Stones: Algorithms and Confidence Bounds. - Avrim Blum; Dawn Xiaodong Song; Shobha Venkataraman (RAID, 2004)

New Streaming Algorithms for Fast Detection of Superspreaders. - Shobha Venkataraman; Dawn Xiaodong Song; Phillip B. Gibbons; Avrim Blum (NDSS, 2005)

Black Box Anomaly Detection: Is It Utopian?. - Shobha Venkataraman; Juan Caballero; Dawn Song; Avrim Blum; Jennifer Yates (HotNets, 2006)

Detecting Stealthy Spreaders Using Online Outdegree Histograms. - Yan Gao 003; Yao Zhao 003; Robert T. Schweller; Shobha Venkataraman; Yan Chen 004; Dawn Xiaodong Song; Ming-Yang Kao (IWQoS, 2007)

Fig: Automatic Fingerprint Generation. - Shobha Venkataraman; Juan Caballero; Pongsin Poosankam; Min Gyung Kang; Dawn Xiaodong Song (NDSS, 2007)

Exploiting Network Structure for Proactive Spam Mitigation. - Shobha Venkataraman; Subhabrata Sen; Oliver Spatscheck; Patrick Haffner; Dawn Song (USENIX Security Symposium, 2007)

Limits of Learning-based Signature Generation with Adversaries. - Shobha Venkataraman; Avrim Blum; Dawn Song (NDSS, 2008)

Tracking Dynamic Sources of Malicious Activity at Internet Scale. - Shobha Venkataraman; Avrim Blum; Dawn Song; Subhabrata Sen; Oliver Spatscheck (NIPS, 2009)

Speed testing without speed tests: estimating achievable download speed from passive measurements. - Alexandre Gerber; Jeffrey Pang; Oliver Spatscheck; Shobha Venkataraman (Internet Measurement Conference, 2010)

BitShred: feature hashing malware for scalable triage and semantic analysis. - Jiyong Jang; David Brumley; Shobha Venkataraman (CCS, 2011)

Identifying diverse usage behaviors of smartphone apps. - Qiang Xu; Jeffrey Erman; Alexandre Gerber; Zhuoqing Morley Mao; Jeffrey Pang; Shobha Venkataraman (Internet Measurement Conference, 2011)

Making sense of customer tickets in cellular networks. - Yu Jin 001; Nick G. Duffield; Alexandre Gerber; Patrick Haffner; Wen-Ling Hsu; Guy Jacobson; Subhabrata Sen; Shobha Venkataraman; Zhi-Li Zhang (INFOCOM, 2011)

Large-scale app-based reporting of customer problems in cellular networks: potential and limitations. - Yu Jin 001; Nick G. Duffield; Alexandre Gerber; Patrick Haffner; Wen-Ling Hsu; Guy Jacobson; Subhabrata Sen; Shobha Venkataraman; Zhi-Li Zhang (W-MUST@SIGCOMM, 2011)

Internet-scale Visualization and Detection of Performance Events. - Jeffrey Pang; Subhabrata Sen; Oliver Spatscheck; Shobha Venkataraman (USENIX ATC, 2011)

Tracking dynamic network properties at internet-scale. - Shobha Venkataraman (BADGERS@CCS, 2012)

Characterizing data usage patterns in a large cellular network. - Yu Jin 001; Nick Duffield; Alexandre Gerber; Patrick Haffner; Wen-Ling Hsu; Guy Jacobson; Subhabrata Sen; Shobha Venkataraman; Zhi-Li Zhang (CellNet@SIGCOMM, 2012)

Why is my smartphone slow? On the fly diagnosis of underperformance on the mobile Internet. - Chaitrali Amrutkar; Matti A. Hiltunen; Trevor Jim; Kaustubh R. Joshi; Oliver Spatscheck; Patrick Traynor; Shobha Venkataraman (DSN, 2013)

Automatically Inferring the Evolution of Malicious Activity on the Internet. - Shobha Venkataraman; David Brumley; Subhabrata Sen; Oliver Spatscheck (NDSS, 2013)

Understanding the complexity of 3G UMTS network performance. - Yingying Chen 002; Nick G. Duffield; Patrick Haffner; Wen-Ling Hsu; Guy Jacobson; Yu Jin 001; Subhabrata Sen; Shobha Venkataraman; Zhi-Li Zhang (Networking, 2013)

A first look at cellular network performance during crowded events. - Muhammad Zubair Shafiq; Lusheng Ji; Alex X. Liu; Jeffrey Pang; Shobha Venkataraman; Jia Wang 001 (SIGMETRICS, 2013)

Modeling web quality-of-experience on cellular networks. - Athula Balachandran; Vaneet Aggarwal; Emir Halepovic; Jeffrey Pang; Srinivasan Seshan; Shobha Venkataraman; He Yan (MobiCom, 2014)

Prometheus: toward quality-of-experience estimation for mobile apps from passive network measurements. - Vaneet Aggarwal; Emir Halepovic; Jeffrey Pang; Shobha Venkataraman; He Yan (HotMobile, 2014)

Characterizing and Optimizing Cellular Network Performance During Crowded Events. - M. Zubair Shafiq; Lusheng Ji; Alex X. Liu; Jeffrey Pang; Shobha Venkataraman; Jia Wang 001 (IEEE/ACM Trans. Netw., 2016)

AESOP: Automatic Policy Learning for Predicting and Mitigating Network Service Impairments. - Supratim Deb; Zihui Ge; Sastry Isukapalli; Sarat C. Puthenpura; Shobha Venkataraman; He Yan; Jennifer Yates (KDD, 2017)

Assessing the Impact of Network Events with User Feedback. - Shobha Venkataraman; Jia Wang 001 (NetAI@SIGCOMM, 2018)

Towards Identifying Impacted Users in Cellular Services. - Shobha Venkataraman; Jia Wang 001 (KDD, 2019)

CrypTen: Secure Multi-Party Computation Meets Machine Learning. - Brian Knott; Shobha Venkataraman; Awni Y. Hannun; Shubho Sengupta; Mark Ibrahim; Laurens van der Maaten (NeurIPS, 2021)

Neural Fixed-Point Acceleration for Convex Optimization. - Shobha Venkataraman; Brandon Amos (CoRR, 2021)

Theseus: A Library for Differentiable Nonlinear Optimization. - Luis Pineda; Taosha Fan; Maurizio Monge; Shobha Venkataraman; Paloma Sodhi; Ricky T. Q. Chen; Joseph Ortiz; Daniel DeTone; Austin S. Wang; Stuart Anderson; Jing Dong 002; Brandon Amos; et al. (NeurIPS, 2022)