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Future Data Systems Reading Group

Date Title Venue Presenter
3/30/2016 You and Your Research by Richard Hamming Bell Communications Research Colloquium Seminar, 1986 Peter
4/6/2016 CellIQ : Real-Time Cellular Network Analytics at Scale NSDI 2015 Peter
4/13/2016 SEEDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics VLDB 2016 Kexin
4/21/2016 Trill: A High-Performance Incremental Query Processor for Diverse Analytics VLDB 2015 Todd
4/27/2016 Knowing When You’re Wrong: Building Fast and Reliable Approximate Query Processing Systems SIGMOD 2014 Edward
5/04/2016 Automating Model Search for Large Scale Machine Learning SoCC 2015 Sahaana
5/11/2016 The Scalable Commutativity Rule: Designing Scalable Software for Multicore Processors SOSP 2013 Vivek
5/18/2016 AutoPlait: Automatic Mining of Co-evolving Time Sequences SIGMOD 2014 Vayu
5/25/2016 MacroBase: Analytic Monitoring f 87D4 or the Internet of Things arXiv 2016 Peter
6/2/2016 Designing for Situation Awareness: An Approach to User-Centered Design, Chapters 8 & 9 CRC Press 2011 Kexin
6/8/2016 Searching and Mining Trillions of Time Series Subsequences under Dynamic Time Warping KDD 2012 Edward
6/15/2016 CarTel: A Distributed Mobile Sensor Computing System SenSys 2006 Sahaana
6/22/2016 DBSherlock: A Performance Diagnostic Tool for Transactional Databases SIGMOD 2016 Firas
7/1/2016 Arx: A Strongly Encrypted Database System IACR 2016 Todd
7/6/2016 Sharing-Aware Outlier Analytics over High-Volume Data Streams SIGMOD 2016 Kexin
7/13/2016 Readings in Database Systems, 5th ed., Chapter 5 Sahaana
7/20/2016 7/27/2016 SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size arXiv 2016 Firas
8/3/2016 SLiMFast: Guaranteed Results for Data Fusion and Source Reliability SIGMOD 2017 Firas
8/10/2016 Gorilla: A Fast, Scalable, In-Memory Time Series Database VLDB 2015 Kexin
8/17/2016 Time, Clocks, and the Ordering of Events in a Distributed System Communications of the ACM 1978 Peter
8/24/2016 Automating the Choice of Consistency Levels in Replicated Systems USENIX ATC 2014 Sahaana
8/31/2016 The Homeostasis Protocol: Avoiding Transaction Coordination Through Program Analysis SIGMOD 2015 Todd
9/7/2016 A DNA-Based Archival Storage System ASPLOS 2016 Sahaana
9/14/2016 The Good, the Bad, the Differences: Better Network Diagnostics with Differential Provenance SIGCOMM 2016 Shoumik
9/21/2016 Hails: Protecting Data Privacy in Untrusted Web Applications OSDI 2012 Deepak
9/28/2016 Fast and Accurate Performance Analysis of LTE Radio Access Networks arXiv 2016 Edward
10/5/2016 Why Should I Trust You?” Explaining the Predictions of Any Classifier KDD 2016 Kexin
10/19/2016 Biscuit: a framework for near-data processing of big data workloads ISCA 2016 James
10/26/2016 Googles Neural Machine Translation System: Bridging the Gap between Human and Machine Translation arXiv 2016 Tony
11/16/2016 Designing Software for Ease of Extension and Contraction International Conference on Software Engineering 1978 Firas
11/30/2016 Halide: A Language and Compiler for Optimizing Parallelism, Locality, and Recomputation in Image Processing Pipelines PLDI 2013 John
12/07/2016 Slicer: Auto-Sharding for Datacenter Applications OSDI 2016 Deepak
12/13/2016 Network Requirements for Resource Disaggregation OSDI 2016 Shoumik
01/18/2017 DQBarge: Improving Data-Quality Tradeoffs in Large-Scale Internet Services OSDI 2016 Kexin
01/27/2017 Ibex—An Intelligent Storage Engine with Support for Advanced SQL Off-loading VLDB 2014 Deepak
02/03/2017 YOLO9000: Better, Faster, Stronger ?? Daniel
02/10/2017 Generative Adversarial Nets NIPS 2014 Cody
02/17/2017 Learning to learn by gradient descent by gradient descent NIPS 2016 Firas
02/24/2017 VC3: Trustworthy Data Analytics in the Cloud using SGX Security & Privacy 2015 Dima
03/03/2017 Approximated and User Steerable tSNE for Progressive Visual Analytics IEEE Visualization 2016 Edward
03/10/2017 Latte: A Language, Compiler, and Runtime for Elegant and Efficient Deep Neural Networks PLDI 2016 Shoumik
03/17/2017 Brook for GPUs: Stream Computing on Graphics Hardware SIGGRAPH 2004 James
03/24/2017 Learning with Drift Detection Brazilian Symposium on Artificial Intelligence 2004 Jonathan
04/07/2017 Understanding deep learning requires rethinking generalization arXiv 2016 Sahaana
04/14/2017 In-Datacenter Performance Analysis of a Tensor Processing Unit Google Cloud Platform Blog Kexin
04/21/2017 Deep Neural Networks are Easily Fooled: High Confidence Predictions for Unrecognizable Images CVPR 2015 Daniel Kang
04/28/2017 Roofline: An Insightful Visual Performance Model for Multicore Architectures CACM, April 2009 Deepak
05/5/2017 A Control-Theoretic Approach for Dynamic Adaptive Video Streaming over HTTP SIGCOMM 2015 Firas
05/12/2017 Adaptive Query Processing on RAW Data VLDB 2014 Edward
05/19/2017 Matching Networks for One-Shot Learning NIPS 2016 Amirata
05/26/2017 Adversarial Transformation Networks: Learning to Generate Adversarial Examples arXiv 2017 Florian
06/2/2017 SoK: Cryptographically Protected Database Search Oakland S&P 2017 Saba
06/9/2017 Real-Time Machine Learning: The Missing Pieces HotOS 2017 James
06/16/2017 Understanding and Optimizing Asynchronous Low-Precision Stochastic Gradient Descent ISCA 2017 Shoumik
06/27/2017 The Mythos of Model Interpretability WHI @ ICML 2016 Kai Sheng
07/11/2017 Understanding Black-box Predictions via Influence Functions ICML 2017 Daniel Kang
07/19/2017 Interpretable Decision Sets: A Joint Framework for Description and Prediction KDD 2016 Sahaana
07/25/2017 Enterprise Data Analysis and Visualization: An Interview Study IEEE Visualization 2012 Cody
07/25/2017 imMens: Real‐time Visual Querying of Big Data EuroVis 2013 Cody
08/01/2017 Controlling False Discoveries During Interactive Data Exploration SIGMOD 2017 Kexin
08/08/2017 ActiveClean: Interactive Data Cleaning For Statistical Modeling VLDB 2016 Edward
08/15/2017 Explore-by-Example: An Automatic Query Steering Framework for Interactive Data Exploration SIGMOD 2014 Firas
08/22/2017 Arrakis: The Operating System is the Control Plane OSDI 2014 Shoumik
08/29/2017 EC-Cache: Load Balanced, Low-Latency Cluster Caching with Online Erasure Coding OSDI 2016 Pratiksha

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