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DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines

Summary: DAPHNE: extensible infra unifying DM, HPC and ML pipelines via shared language abstractions, compiler/runtime integration and multi-level scheduling. Key novelty: vectorized engine for computational storage and accelerators to cut data-movement/format overheads for local and distributed ops; prelim results show notable speedups. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
451
Venue
CIDR
Year
2022
Pagerank
4.7632836e-05
Overall Rank
7,303 | 49.25%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank Citing Paper Year Venue Pagerank
3,260 Query Processing on Tensor Computation Runtimes 2022 VLDB 7.3091312e-05
7,692 Bringing Compiling Databases to RISC Architectures 2023 VLDB 4.6717437e-05
9,693 EinDecomp: Decomposition of Declaratively-Specified Machine Learning and Numerical Computations for Parallel Execution 2025 VLDB 4.2984337e-05
10,972 Query Compilation Without Regrets 2024 SIGMOD 4.1905499e-05
11,155 Pipeline Group Optimization on Disaggregated Systems 2023 CIDR 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 37 of 37 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 0.0019040811
35 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.00076209479
167 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00039408116
417 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023734582
543 MLbase: A Distributed Machine-learning System 2013 CIDR 0.0002050918
638 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00018810785
817 Designing And Mining Multi-Terabyte Astronomy Archives: The Sloan Digital Sky Survey 2000 SIGMOD 0.00016261886
1,407 Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML 2014 VLDB 0.00012163413
1,494 Ricardo: Integrating R and Hadoop 2010 SIGMOD 0.00011677793
1,534 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011462072
1,632 Garlic: A New Flavor of Federated Query Processing for DB2 2002 SIGMOD 0.00011070537
1,884 Tuplex: Data Science in Python at Native Code Speed 2021 SIGMOD 0.00010206514
1,942 SliceLine: Fast, Linear-Algebra-based Slice Finding for ML Model Debugging 2021 SIGMOD 0.00010010569
2,122 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.4905306e-05
2,445 Data Management for Data Science: Towards Embedded Analytics 2020 CIDR 8.7999299e-05
2,575 Query Optimization for Dynamic Imputation 2017 VLDB 8.5100213e-05
2,616 Opening the Black Boxes in Data Flow Optimization 2012 VLDB 8.4457819e-05
3,328 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 7.2136181e-05
3,331 Adapting to Source Properties in Processing Data Integration Queries 2004 SIGMOD 7.2094696e-05
3,920 On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML 2018 VLDB 6.6246708e-05
4,390 Estimating Compilation Time of a Query Optimizer 2003 SIGMOD 6.2193128e-05
4,482 The bionic DBMS is coming, but what will it look like? 2013 CIDR 6.1431623e-05
4,700 Tensors: An abstraction for general data processing 2021 VLDB 5.9810592e-05
4,779 LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems 2021 SIGMOD 5.9259373e-05
5,063 Not your Grandpa's SSD: The Era of Co-Designed Storage Devices 2021 SIGMOD 5.7170891e-05
5,087 Accelerating Queries with Group-By and Join by Groupjoin 2011 VLDB 5.7032118e-05
5,224 Computational Storage: Where Are We Today? 2021 CIDR 5.6174295e-05
5,594 QuERy: A Framework for Integrating Entity Resolution with Query Processing 2016 VLDB 5.416945e-05
5,730 BAGUA: Scaling up Distributed Learning with System Relaxations 2022 VLDB 5.3476346e-05
5,969 Bridging Two Worlds with RICE: Integrating R into the SAP In-Memory Computing Engine 2011 VLDB 5.2469372e-05
6,963 A Morsel-Driven Query Execution Engine for Heterogeneous Multi-Cores 2019 VLDB 4.8769125e-05
7,209 GPU-accelerated data management under the test of time 2020 CIDR 4.7949787e-05
7,241 Data Integration and Machine Learning: A Natural Synergy 2018 VLDB 4.7867685e-05
7,702 ExDRa: Exploratory Data Science on Federated Raw Data 2021 SIGMOD 4.6689015e-05
7,817 Hardware-Oblivious SIMD Parallelism for In-Memory Column-Stores 2020 CIDR 4.6400608e-05
8,458 Topology-aware Parallel Data Processing: Models, Algorithms and Systems at Scale 2020 CIDR 4.5013189e-05
9,008 The Power of Nested Parallelism in Big Data Processing – Hitting Three Flies with One Slap – 2021 SIGMOD 4.4065351e-05
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