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High-Throughput Ingestion for Video Warehouse: Comprehensive Configuration and Effective Exploration

Summary: Hippo enables real-time video ingestion via V-ETL, reframing analytics as a data-warehouse task for hundreds of streams. It defines a 1e7x larger configuration space, accuracy-aware search with graph embeddings and RL, plus clustering with MILP to maximize accuracy under latency, delivering 300 streams with >30% gains. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
7295
Venue
SIGMOD
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,518 | 26.83%
DOI
10.1145/3725407

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Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
10,103 Query-Aware Path Inference from Spatial Videos 2026 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 18 of 18 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
183 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00036721403
514 An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning 2019 SIGMOD 0.0002124895
696 BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics 2020 VLDB 0.00018048935
782 QTune: A Query-Aware Database Tuning System with Deep Reinforcement Learning 2019 VLDB 0.00016729063
1,388 MIRIS: Fast Object Track Queries in Video 2020 SIGMOD 0.00012260926
3,522 ResTune: Resource Oriented Tuning Boosted by Meta-Learning for Cloud Databases 2021 SIGMOD 7.0096727e-05
4,012 Columnar Storage and List-based Processing for Graph Database Management Systems 2021 VLDB 6.5335884e-05
4,641 VIVA: An End-to-End System for Interactive Video Analytics 2022 CIDR 6.027004e-05
4,712 Accelerating Approximate Aggregation Queries with Expensive Predicates 2021 VLDB 5.9787986e-05
4,842 Towards Dynamic and Safe Configuration Tuning for Cloud Databases 2022 SIGMOD 5.8826802e-05
4,865 OTIF: Efficient Tracker Pre-processing over Large Video Datasets 2022 SIGMOD 5.8684353e-05
5,173 FiGO: Fine-Grained Query Optimization in Video Analytics 2022 SIGMOD 5.6447253e-05
6,182 Top-K Deep Video Analytics: A Probabilistic Approach 2021 SIGMOD 5.1682689e-05
6,379 A Unified and Efficient Coordinating Framework for Autonomous DBMS Tuning 2023 SIGMOD 5.0909479e-05
6,877 Extract-Transform-Load for Video Streams 2023 VLDB 4.8974054e-05
7,037 Real-time Distributed Co-Movement Pattern Detection on Streaming Trajectories 2019 VLDB 4.8548122e-05
7,922 Video-zilla: An Indexing Layer for Large-Scale Video Analytics 2022 SIGMOD 4.615892e-05
10,944 Predictive and Near-Optimal Sampling for View Materialization in Video Databases 2024 SIGMOD 4.1945683e-05
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