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Aditya Parameswaran

  1. "We Have No Idea How Models will Behave in Production until Production": How Engineers Operationalize Machine Learning
    2024/03/25 by Shreya Shankar, Rolando Garcia, Joseph M Hellerstein +3 · 2 voices · 7 citations
    Computer Science · Decision Sciences · Engineering · Social Sciences · #Business #Computer science #Database #Economics #Engineering #Engineering management #Ethics and Social Impacts of AI #Knowledge management #Mobile Crowdsensing and Crowdsourcing #Operationalization #Process management #Product (mathematics) #Production (economics) #Scientific Computing and Data Management #Software deployment #Software engineering #Work (physics) #Workflow
  2. Who Validates the Validators? Aligning LLM-Assisted Evaluation of LLM Outputs with Human Preferences
    2024/04/18 by Shreya Shankar, Shankar, Shreya, J. D. Zamfirescu-Pereira +9 · 5 voices · 55 citations
    Business, Management and Accounting · Computer Science · #Financial Distress and Bankruptcy Prediction #cs.AI #cs.HC
  3. Towards Scalable Dataframe Systems
    2020/01/03 by Devin Petersohn, Stephen Macke, Petersohn, Devin +17 · 1 voice · 9 citations
    Computer Science · #cs.DB
  4. Supporting Our AI Overlords: Redesigning Data Systems to be Agent-First
    2025/08/31 by Shu Liu, Liu, Shu, Soujanya Ponnapalli +28 · 11 voices · 9 citations
    Computer Science · #Big Data and Digital Economy #Data system #Graph Theory and Algorithms #Information system #Process (computing) #Semantic Web and Ontologies #Speculation #Variety (cybernetics) #Volume (thermodynamics) #Workload
  5. The Sky Above The Clouds
    2022/05/14 by Sarah Chasins, Chasins, Sarah, Alvin Cheung +32 · 2 voices
    Business, Management and Accounting · Engineering · Computer Science · #Digital Platforms and Economics #Green IT and Sustainability #Cloud Computing and Resource Management
  6. Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System
    2016/04/12 by Tarique Siddiqui, Albert Kim, Siddiqui, Tarique +7 · 5 citations
    Computer Science · #Data Management and Algorithms #Data Visualization and Analytics #Time Series Analysis and Forecasting #cs.DB
  7. Whither AutoML? Understanding the Role of Automation in Machine Learning Workflows
    2021/01/13 by Doris Xin, Xin, Doris, Eva Yiwei Wu +8 · 4 citations
    Computer Science · Social Sciences · #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG) #Machine Learning and Data Classification #Software Engineering Research #cs.HC #cs.LG
  8. SPADE: Synthesizing Data Quality Assertions for Large Language Model Pipelines
    2024/01/05 by Shreya Shankar, Shankar, Shreya, Haotian Li +17 · 7 citations
    Computer Science · Decision Sciences · #Data Quality and Management #Databases (cs.DB) #FOS: Computer and information sciences #Natural Language Processing Techniques #Software Engineering (cs.SE) #Topic Modeling
  9. Towards Accurate and Efficient Document Analytics with Large Language Models
    2024/05/07 by Yiming Lin, Madelon Hulsebos, Lin, Yiming +12 · 1 voice · 6 citations
    Computer Science · #Analytics #Computer science #Data science #Information retrieval #Natural Language Processing Techniques #Natural language processing #Text and Document Classification Technologies #Topic Modeling
  10. Evaluating the Crowd with Confidence
    2014/11/12 by Manas Joglekar, Hector Garcia-Molina, Héctor García-Molina +4 · 2 citations
    Computer Science · #Anomaly Detection Techniques and Applications #Data Stream Mining Techniques #Databases (cs.DB) #FOS: Computer and information sciences #Mobile Crowdsensing and Crowdsourcing #cs.DB
  11. Rapid Sampling for Visualizations with Ordering Guarantees
    2014/12/09 by Albert Kim, Eric Blais, Kim, Albert +9 · 2 citations
    Computer Science · Mathematics · #Advanced Statistical Methods and Models #Anomaly Detection Techniques and Applications #Data Visualization and Analytics #Databases (cs.DB) #FOS: Computer and information sciences #cs.DB
  12. How Developers Iterate on Machine Learning Workflows -- A Survey of the Applied Machine Learning Literature
    2018/03/27 by Doris Xin, Litian Ma, Xin, Doris +5 · 2 citations
    Computer Science · Decision Sciences · Mathematics · Medicine · #Artificial Intelligence in Healthcare and Education #Databases (cs.DB) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Scientific Computing and Data Management #cs.DB #cs.HC #cs.LG #stat.ML
  13. Accelerating Human-in-the-loop Machine Learning: Challenges and Opportunities
    2018/04/16 by Doris Xin, Litian Ma, Xin, Doris +9 · 2 citations
    Computer Science · Decision Sciences · #Anomaly Detection Techniques and Applications #Databases (cs.DB) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Scientific Computing and Data Management #cs.DB
  14. Towards Observability for Production Machine Learning Pipelines
    2021/08/31 by Shreya Shankar, Aditya Parameswaran, Shankar, Shreya +1 · 2 citations
    Computer Science · Decision Sciences · #Anomaly Detection Techniques and Applications #Data Stream Mining Techniques #Databases (cs.DB) #FOS: Computer and information sciences #Scientific Computing and Data Management #Software Engineering (cs.SE)
  15. Enhancing the Interactivity of Dataframe Queries by Leveraging Think Time
    2021/03/03 by Doris Xin, Xin, Doris, Devin Petersohn +14 · 2 citations
    Computer Science · #Advanced Database Systems and Queries #Data Visualization and Analytics #Databases (cs.DB) #FOS: Computer and information sciences #Time Series Analysis and Forecasting #cs.DB
  16. TARGET: Benchmarking Table Retrieval for Generative Tasks
    2025/05/14 by Xingyu Ji, Parker Glenn, Ji, Xingyu +5 · 8 citations
    Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Data Quality and Management #Databases (cs.DB) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Information Retrieval and Search Behavior #Topic Modeling
  17. Characterizing Scalability Issues in Spreadsheet Software using Online Forums
    2018/01/11 by Kelly Mack, John Lee, Mack, Kelly +7 · 1 citation
    Computer Science · #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #cs.HC
  18. ShapeSearch: A Flexible and Efficient System for Shape-based Exploration of Trendlines
    2018/11/19 by Tarique Siddiqui, Zesheng Wang, Siddiqui, Tarique +7 · 1 citation
    Computer Science · #Databases (cs.DB) #FOS: Computer and information sciences #cs.DB
  19. Helix: Holistic Optimization for Accelerating Iterative Machine Learning
    2018/12/14 by Doris Xin, Stephen Macke, Xin, Doris +9 · 1 citation
    Computer Science · Decision Sciences · #Advanced Data Storage Technologies #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques #Scientific Computing and Data Management #cs.DB #cs.LG
  20. Cut Costs, Not Accuracy: LLM-Powered Data Processing with Guarantees
    2025/09/02 by Sepanta Zeighami, Zeighami, Sepanta, Shreya Shankar +3 · 6 citations
    Computer Science · Social Sciences · #Natural Language Processing Techniques #Topic Modeling #Computational and Text Analysis Methods
  21. Rapid Approximate Aggregation with Distribution-Sensitive Interval Guarantees
    2020/08/10 by Stephen Macke, Maryam Aliakbarpour, Macke, Stephen +7 · 1 citation
    Computer Science · #Bayesian Modeling and Causal Inference #Data Stream Mining Techniques #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning and Algorithms #cs.DB
  22. Demystifying a Dark Art: Understanding Real-World Machine Learning Model Development
    2020/05/04 by Angela Lee, Doris Xin, Lee, Angela +5 · 1 citation
    Computer Science · #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.DB #cs.LG
  23. Towards a unified query language for provenance and versioning
    2015/06/16 by Amit Chavan, Silu Huang, Chavan, Amit +10 · 1 citation
    Computer Science · Decision Sciences · #Databases (cs.DB) #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Research Data Management Practices #Scientific Computing and Data Management #cs.DB
  24. The Cambridge Report on Database Research
    2025/04/15 by Anastasia Ailamaki, Samuel Madden, Ailamaki, Anastasia +96 · 1 voice
    Business, Management and Accounting · Computer Science · Decision Sciences · #Big Data Technologies and Applications #Big Data and Business Intelligence #Cloud Computing and Resource Management #cs.DB
  25. NUDGE: Lightweight Non-Parametric Fine-Tuning of Embeddings for Retrieval
    2024/09/04 by Sepanta Zeighami, Zac Wellmer, Zeighami, Sepanta +3 · 2 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Speech Recognition and Synthesis #Topic Modeling
  26. Principles of Dataset Versioning: Exploring the Recreation/Storage Tradeoff
    2015/05/19 by Souvik Bhattacherjee, Bhattacherjee, Souvik, Amit Chavan +7 · 1 citation
    Computer Science · Decision Sciences · #Advanced Data Storage Technologies #Advanced Database Systems and Queries #Databases (cs.DB) #FOS: Computer and information sciences #Scientific Computing and Data Management #cs.DB
  27. SCATTERSEARCH: Visual Querying of Scatterplot Visualizations
    2019/07/26 by Doris Jung Lin Lee, Doris Jung-Lin Lee, Jaewoo Kim +7 · 1 citation
    Computer Science · #Data Analysis with R #Data Management and Algorithms #Data Visualization and Analytics #Databases (cs.DB) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #cs.DB #cs.HC
  28. Featurized-Decomposition Join: Low-Cost Semantic Joins with Guarantees
    2025/12/05 by Sepanta Zeighami, Zeighami, Sepanta, Shreya Shankar +3 · 3 citations
    Computer Science · Decision Sciences · #Advanced Text Analysis Techniques #Data Quality and Management #Databases (cs.DB) #FOS: Computer and information sciences #Topic Modeling
  29. Helix: Accelerating Human-in-the-loop Machine Learning
    2018/08/03 by Doris Xin, Litian Ma, Jialin Liu +3 · 1 voice
    Computer Science · Mathematics · #cs.DB #cs.LG #stat.ML