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ACM SIGMOD Conference 2024: Santiago, Chile - Companion Volume
- Pablo Barceló, Nayat Sánchez-Pi, Alexandra Meliou, S. Sudarshan:
Companion of the 2024 International Conference on Management of Data, SIGMOD/PODS 2024, Santiago AA, Chile, June 9-15, 2024. ACM 2024
Keynotes
- Ricardo Baeza-Yates
:
The Limitations of Data, Machine Learning and Us. 1-2 - Xin Luna Dong
The Journey to a Knowledgeable Assistant with Retrieval-Augmented Generation (RAG). 3 - Peter A. Boncz
Making Data Management Better with Vectorized Query Processing. 4
Industry Session 1: Query Engines
- Andrew Lamb
Apache Arrow DataFusion: A Fast, Embeddable, Modular Analytic Query Engine. 5-17 - Nicolas Bruno
Unified Query Optimization in the Fabric Data Warehouse. 18-30 - Julian Hyde
Measures in SQL. 31-40 - Yuxing Han
ByteCard: Enhancing ByteDance's Data Warehouse with Learned Cardinality Estimation. 41-54 - Jialin Ding
Automated Multidimensional Data Layouts in Amazon Redshift. 55-67 - Suratna Budalakoti
Automated Clustering Recommendation With Database Zone Maps. 68-79
Industry Session 2: LLMs and ML Applications
- Ahmed Metwally
Similarity Joins of Sparse Features. 80-92 - Chao Zhang
FinSQL: Model-Agnostic LLMs-based Text-to-SQL Framework for Financial Analysis. 93-105 - Xianchun Bao
Rock: Cleaning Data by Embedding ML in Logic Rules. 106-119 - Daoyuan Chen
Data-Juicer: A One-Stop Data Processing System for Large Language Models. 120-134 - Javier de la Rúa Martínez
The Hopsworks Feature Store for Machine Learning. 135-147 - Changlong Yu
COSMO: A Large-Scale E-commerce Common Sense Knowledge Generation and Serving System at Amazon. 148-160
Industry Session 3: Cloud Storage
- Shikun Tian
LETUS: A Log-Structured Efficient Trusted Universal BlockChain Storage. 161-174 - Pavan Edara
Vortex: A Stream-oriented Storage Engine For Big Data Analytics. 175-187 - David Kalmuk
Native Cloud Object Storage in Db2 Warehouse: Implementing a Fast and Cost-Efficient Cloud Storage Architecture. 188-200 - Yupu Zhang
ESTELLE: An Efficient and Cost-effective Cloud Log Engine. 201-213 - Jianjun Deng
TimeCloth: Fast Point-in-Time Database Recovery in The Cloud. 214-226
Indusrty Session 4: Cloud Databases
- Olga Poppe
Proactive Resume and Pause of Resources for Microsoft Azure SQL Database Serverless. 227-240 - Anna Pavlenko
Vertically Autoscaling Monolithic Applications with CaaSPER: Scalable Container-as-a-Service Performance Enhanced Resizing Algorithm for the Cloud. 241-254 - Wei Li
Flux: Decoupled Auto-Scaling for Heterogeneous Query Workload in Alibaba AnalyticDB. 255-268 - Vikram Nathan
Intelligent Scaling in Amazon Redshift. 269-279 - Ziniu Wu
Stage: Query Execution Time Prediction in Amazon Redshift. 280-294
Industry Session 5: Cloud Database Architecture
- Xinjun Yang
PolarDB-MP: A Multi-Primary Cloud-Native Database via Disaggregated Shared Memory. 295-308 - Yacine Taleb
Amazon MemoryDB: A Fast and Durable Memory-First Cloud Database. 309-320 - Josep Aguilar-Saborit, Raghu Ramakrishnan
Extending Polaris to Support Transactions. 321-333 - Justin J. Levandoski
BigLake: BigQuery's Evolution toward a Multi-Cloud Lakehouse. 334-346 - Tobias Schmidt
Predicate Caching: Query-Driven Secondary Indexing for Cloud Data Warehouses. 347-359
Industry Session 6: Graph Data Management
- Wei Zhang, Cheng Chen
BG3: A Cost Effective and I/O Efficient Graph Database in Bytedance. 360-372 - Stefano Ceri, Anna Bernasconi, Alessia Gagliardi, Davide Martinenghi, Luigi Bellomarini, Davide Magnanimi:
PG-Triggers: Triggers for Property Graphs. 373-385 - Tao He
GraphScope Flex: LEGO-like Graph Computing Stack. 386-399 - Hao Xu
Bouncer: Admission Control with Response Time Objectives for Low-latency Online Data Systems. 400-413 - Wentao Zhang
NPA: Improving Large-scale Graph Neural Networks with Non-parametric Attention. 414-427
Demonstrations Group A
- Kevin Dharmawan
Demonstration of Ver: View Discovery in the Wild. 428-431 - Zhijia Chen
Comquest: Large Scale User Comment Crawling and Integration. 432-435 - Ethan Seow
QueryShield: Cryptographically Secure Analytics in the Cloud. 436-439 - Jiebing Ma
SIERRA: A Counterfactual Thinking-based Visual Interface for Property Graph Query Construction. 440-443 - Markos Markakis
Sawmill: From Logs to Causal Diagnosis of Large Systems. 444-447 - Kyle Bossonney
Demonstrating REmatch: A Novel RegEx Engine for Finding all Matches. 448-451 - Susan B. Davidson
ASQP-RL Demo: Learning Approximation Sets for Exploratory Queries. 452-455 - Chenyang Zhang
IMBridge: Impedance Mismatch Mitigation between Database Engine and Prediction Query Execution. 456-459 - Sangoh Lee
ASM in Action: Fast and Practical Learned Cardinality Estimation. 460-463 - Andrew Bell
The Game Of Recourse: Simulating Algorithmic Recourse over Time to Improve Its Reliability and Fairness. 464-467 - Amin Kamali
RobOpt: A Tool for Robust Workload Optimization Based on Uncertainty-Aware Machine Learning. 468-471 - Matthias Urban
Demonstrating CAESURA: Language Models as Multi-Modal Query Planners. 472-475 - Yicong Huang
Demonstration of Udon: Line-by-line Debugging of User-Defined Functions in Data Workflows. 476-479 - Zhiyu Liang
UniTS: A Universal Time Series Analysis Framework Powered by Self-Supervised Representation Learning. 480-483 - Sibei Chen
ChatPipe: Orchestrating Data Preparation Pipelines by Optimizing Human-ChatGPT Interactions. 484-487
Demonstrations Group B
- Denys Herasymuk
Responsible Model Selection with Virny and VirnyView. 488-491 - Riccardo Tommasini
Property Graph Stream Processing In Action with Seraph. 492-495 - Domagoj Vrgoc
MillenniumDB: A Multi-modal, Multi-model Graph Database. 496-499 - Yuhao Deng
IDE: A System for Iterative Mislabel Detection. 500-503 - Jiale Lao
A Demonstration of GPTuner: A GPT-Based Manual-Reading Database Tuning System. 504-507 - Victor Giannakouris
Demonstrating λ-Tune: Exploiting Large Language Models for Workload-Adaptive Database System Tuning. 508-511 - Tingyang Chen
User-friendly, Interactive, and Configurable Explanations for Graph Neural Networks with Graph Views. 512-515 - Ilaria Battiston
OpenIVM: a SQL-to-SQL Compiler for Incremental Computations. 516-519 - Shreya Shankar
Building Reactive Large Language Model Pipelines with Motion. 520-523 - Yue Gong
Demonstrating Nexus for Correlation Discovery over Collections of Spatio-Temporal Tabular Data. 524-527 - Jiwon Chang
PLUTUS: Understanding Data Distribution Tailoring for Machine Learning. 528-531 - Gereon Dusella
Multi-Backend Zonal Statistics Execution with Raven. 532-535 - Sanad Saha
ShiftScope: Adapting Visualization Recommendations to Users' Dynamic Data Focus. 536-539 - Zhaoheng Li
Demonstration of ElasticNotebook: Migrating Live Computational Notebook States. 540-543
Panels
- Angela Bonifati
The Future of Graph Analytics. 544-545 - Carlo Curino
AI for Systems. 546
Tutorials
- Xupeng Miao
Demystifying Data Management for Large Language Models. 547-555 - Faeze Faghih
SmartNICs in the Cloud: The Why, What and How of In-network Processing for Data-Intensive Applications. 556-560 - Rong Zhu
Learned Query Optimizer: What is New and What is Next. 561-569 - Mohammad Javad Amiri
Distributed Transaction Processing in Untrusted Environments. 570-579 - Raul Castro Fernandez
Responsible Sharing of Spatiotemporal Data. 580-584 - Aidan Hogan
Querying Graph Databases at Scale. 585-589 - Sourav S. Bhowmick
Cognitive Psychology Meets Data Management: State of the Art and Future Directions. 590-596 - James Jie Pan
Vector Database Management Techniques and Systems. 597-604 - Angela Bonifati
An Overview of Continuous Querying in (Modern) Data Systems. 605-612 - Dirk Habich
SIMDified Data Processing - Foundations, Abstraction, and Advanced Techniques. 613-621 - Gao Cong
Machine Learning for Databases: Foundations, Paradigms, and Open problems. 622-629 - Xuan Luo
Applications and Computation of the Shapley Value in Databases and Machine Learning. 630-635 - Prashant Pandey
Beyond Bloom: A Tutorial on Future Feature-Rich Filters. 636-644
Workshop Summaries
- Carsten Binnig
International Workshop on Data Management on New Hardware (DaMoN). 645-646 - Danica Porobic
Second Workshop on Simplicity in Management of Data (SiMoD). 647-648 - Rajesh Bordawekar
Seventh International Workshop on Exploiting Artificial Intelligence Techniques for Data Management (aiDM). 649-650 - Madelon Hulsebos
Eighth Workshop on Data Management for End-to-End Machine Learning (DEEM). 651-652 - Olaf Hartig
GRADES-NDA'24: 7th Joint Workshop on Graph Data Management Experiences & Systems (GRADES) and Network Data Analytics (NDA). 653-654 - Philippe Cudré-Mauroux
Fourth International Workshop on Big Data in Emergent Distributed Environments (BiDEDE). 655-656 - Jean-Daniel Fekete
Eighth Workshop on Human-In-the-Loop Data Analytics (HILDA). 657-658 - Daphne Miedema
Third International Workshop on Data Systems Education (DataEd'24). 659-660 - Abolfazl Asudeh
First Workshop on Governance, Understanding and Integration of Data for Effective and Responsible AI (GUIDE-AI). 661-662 - Ibrahim Sabek
First Workshop on Quantum Computing and Quantum-Inspired Technology for Data-Intensive Systems and Applications (Q-Data). 663-664 - Anja Gruenheid
Tenth International Workshop on Testing Database Systems (DBTest). 665-666
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