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Differential dataflow

Summary: Differential computation: extends incremental computation with arbitrarily nested iteration to maintain iterative queries over continuously changing inputs. Implemented in the Naiad data-parallel dataflow, enabling efficient interactive incremental algorithms (e.g., SCC) on streaming graphs. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
183
Venue
CIDR
Year
2013
Pagerank
0.00021099241
Overall Rank
522 | 96.38%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 45 of 45 citing papers.

Rank Citing Paper Year Venue Pagerank
574 From "Think Like a Vertex" to "Think Like a Graph" 2014 VLDB 0.00019883211
1,452 Asynchronous Large-Scale Graph Processing Made Easy 2013 CIDR 0.00011919499
1,548 Structured Streaming: A Declarative API for Real-Time Applications in Apache Spark 2018 SIGMOD 0.00011431383
1,685 Fast Iterative Graph Computation with Block Updates 2013 VLDB 0.0001091808
2,255 LINVIEW: Incremental View Maintenance for Complex Analytical Queries 2014 SIGMOD 9.1884983e-05
2,919 RaSQL: Greater Power and Performance for Big Data Analytics with Recursive-aggregate-SQL on Spark 2019 SIGMOD 7.9047279e-05
3,378 General Incremental Sliding-Window Aggregation 2015 VLDB 7.1622572e-05
3,806 HedgeCut: Maintaining Randomised Trees for Low-Latency Machine Unlearning 2021 SIGMOD 6.7492837e-05
4,096 RisGraph: A Real-Time Streaming System for Evolving Graphs to Support Sub-millisecond Per-update Analysis at Millions Ops/s 2021 SIGMOD 6.4555664e-05
4,920 Shared Arrangements: practical inter-query sharing for streaming dataflows 2020 VLDB 5.8241888e-05
5,209 Explaining Outputs in Modern Data Analytics 2016 VLDB 5.629362e-05
5,211 Tornado: A System For Real-Time Iterative Analysis Over Evolving Data 2016 SIGMOD 5.6284829e-05
5,292 Incrementalizing Graph Algorithms 2021 SIGMOD 5.5816687e-05
5,433 "Amnesia" - A Selection of Machine Learning Models That Can Forget User Data Very Fast 2020 CIDR 5.5051607e-05
5,570 iTurboGraph: Scaling and Automating Incremental Graph Analytics 2021 SIGMOD 5.4284968e-05
5,941 Big Graphs: Challenges and Opportunities 2022 VLDB 5.2635446e-05
5,944 DBSP: Automatic Incremental View Maintenance for Rich Query Languages 2023 VLDB 5.2628186e-05
6,525 Database Technology for the Masses: Sub-Operators as First-Class Entities 2021 VLDB 5.027205e-05
6,767 Watermarks in Stream Processing Systems: Semantics and Comparative Analysis of Apache Flink and Google Cloud Dataflow 2021 VLDB 4.9322174e-05
7,687 Experimental Analysis of Distributed Graph Systems 2018 VLDB 4.677974e-05
7,805 Scaling a Declarative Cluster Manager Architecture with Query Optimization Techniques 2023 VLDB 4.6462265e-05
7,903 A Demonstration of Iterative Parallel Array Processing in Support of Telescope Image Analysis 2013 VLDB 4.6215911e-05
7,938 Correctness in Stream Processing: Challenges and Opportunities 2022 CIDR 4.613363e-05
8,611 Efficient Incrementialization of Correlated Nested Aggregate Queries using Relative Partial Aggregate Indexes (RPAI) 2022 SIGMOD 4.4852886e-05
8,795 Graphsurge: Graph Analytics on View Collections Using Differential Computation 2021 SIGMOD 4.4499973e-05
8,909 What's the Difference? Incremental Processing with Change Queries in Snowflake 2023 SIGMOD 4.427232e-05
9,378 CHEX: Multiversion Replay with Ordered Checkpoints 2022 VLDB 4.3463396e-05
9,414 TreeToaster: Towards an IVM-Optimized Compiler 2021 SIGMOD 4.3441378e-05
9,466 Serenade - Low-Latency Session-Based Recommendation in e-Commerce at Scale 2022 SIGMOD 4.3349007e-05
9,604 GeaFlow: A Graph Extended and Accelerated Dataflow System 2023 SIGMOD 4.3177432e-05
9,647 BYO: A Unified Framework for Benchmarking Large-Scale Graph Containers 2024 VLDB 4.3109001e-05
9,802 Automating Incremental Graph Processing with Flexible Memoization 2021 VLDB 4.2807806e-05
9,813 Datalog with First-Class Facts 2025 VLDB 4.2783272e-05
9,908 Keep Your Distributed Data Warehouse Consistent at a Minimal Cost 2023 SIGMOD 4.2576943e-05
9,954 Optimizing Differentially-Maintained Recursive Queries on Dynamic Graphs 2022 VLDB 4.2400894e-05
10,284 FlowLog: Efficient and Extensible Datalog via Incrementality 2026 VLDB 4.1945683e-05
10,417 Streaming Democratized: Ease Across the Latency Spectrum with Delayed View Semantics and Snowflake Dynamic Tables 2025 SIGMOD 4.1945683e-05
10,496 Physical Visualization Design: Decoupling Interface and System Design 2025 SIGMOD 4.1945683e-05
10,816 mlidea: Interactively Improving ML Data Preparation Code via "Shadow Pipelines" 2025 VLDB 4.1945683e-05
11,096 Snapcase – Regain Control over Your Predictions with Low-Latency Machine Unlearning 2024 VLDB 4.1945683e-05
11,194 A Step Toward Deep Online Aggregation 2023 SIGMOD 4.1945683e-05
11,206 When Automatic Filtering Comes to the Rescue: Pre-Computing Company Competitor Pairs in Owler 2023 SIGMOD 4.1945683e-05
11,472 Hybrid Evaluation for Distributed Iterative Matrix Computation 2021 SIGMOD 4.1945683e-05
11,647 Ariadne: Online Provenance for Big Graph Analytics 2019 SIGMOD 4.1945683e-05
12,066 Functions Are Data Too (Defunctionalization for PL/SQL) 2013 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

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

Rank Cited Paper Year Venue Pagerank
4 Pregel: A System for Large-Scale Graph Processing 2010 SIGMOD 0.0019005923
55 Efficiently Updating Materialized Views 1986 SIGMOD 0.00065762967
95 Maintaining Views Incrementally 1993 SIGMOD 0.00050896659
413 HaLoop: Efficient Iterative Data Processing on Large Clusters 2010 VLDB 0.00023904409
586 DBToaster: Higher-order Delta Processing for Dynamic, Frequently Fresh Views 2012 VLDB 0.00019685374
2,172 Spinning Fast Iterative Data Flows 2012 VLDB 9.3706587e-05
2,458 REX: Recursive, Delta-Based Data-Centric Computation 2012 VLDB 8.7683462e-05
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