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Atom: An Efficient Query Serving System for Embedding-based Knowledge Graph Reasoning with Operator-level Batching

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1016/j.eswa.2022.118969openalex-snapshot
Missing-edge aware knowledge graph inductive inference through dual graph learning and traversing
inferredcites →https://doi.org/10.1109/access.2023.3298305openalex-snapshot
MTLFormer: Multi-Task Learning Guided Transformer Network for Business Process Prediction
inferredcites →https://doi.org/10.1109/bigdata.2014.7004278openalex-snapshot
MAGE: Matching approximate patterns in richly-attributed graphs
inferredcites →https://doi.org/10.1109/bigdata.2016.7840993openalex-snapshot
GraphFlow: Workflow-based big graph processing
inferredcites →https://doi.org/10.1109/iccd46524.2019.00075openalex-snapshot
Ebird: Elastic Batch for Improving Responsiveness and Throughput of Deep Learning Services
inferredcites →https://doi.org/10.1109/icde55515.2023.00181openalex-snapshot
A Holistic Approach for Answering Logical Queries on Knowledge Graphs
inferredcites →https://doi.org/10.1109/icdm.2019.00174openalex-snapshot
Learning to Hash for Efficient Search Over Incomplete Knowledge Graphs
inferredcites →https://doi.org/10.1109/ipdpsw.2016.154openalex-snapshot
Effective Utilization of CUDA Hyper-Q for Improved Power and Performance Efficiency
inferredcites →https://doi.org/10.1109/sc41404.2022.00057openalex-snapshot
VSGM: View-Based GPU-Accelerated Subgraph Matching on Large Graphs
inferredcites →https://doi.org/10.1109/taslp.2023.3325973openalex-snapshot
Unifying Structure Reasoning and Language Pre-Training for Complex Reasoning Tasks
inferredcites →https://doi.org/10.1109/tpami.2018.2889473openalex-snapshot
Efficient and Robust Approximate Nearest Neighbor Search Using Hierarchical Navigable Small World Graphs
inferredcites →https://doi.org/10.1111/tgis.12629openalex-snapshot
SE‐KGE : A location‐aware Knowledge Graph Embedding model for Geographic Question Answering and Spatial Semantic Lifting
inferredcites →https://doi.org/10.1145/1247480.1247540openalex-snapshot
Efficient exploitation of similar subexpressions for query processing
inferredcites →https://doi.org/10.1145/2213556.2213565openalex-snapshot
Worst-Case Optimal Join Algorithms
inferredcites →https://doi.org/10.1145/2408776.2408794openalex-snapshot
The tail at scale
inferredcites →https://doi.org/10.1145/2463676.2465300openalex-snapshot
Turbo iso
inferredcites →https://doi.org/10.1145/2647868.2654889openalex-snapshot
Caffe
inferredcites →https://doi.org/10.1145/2723372.2742786openalex-snapshot
The LDBC Social Network Benchmark
inferredcites →https://doi.org/10.1145/2815072.2815073openalex-snapshot
The Gremlin graph traversal machine and language (invited talk)
inferredcites →https://doi.org/10.1145/2882903.2915236openalex-snapshot
Efficient Subgraph Matching by Postponing Cartesian Products
inferredcites →https://doi.org/10.1145/3034786.3034792openalex-snapshot
Efficient and Provable Multi-Query Optimization
inferredcites →https://doi.org/10.1145/3097983.3098040openalex-snapshot
FIRST
inferredcites →https://doi.org/10.1145/3183713.3190657openalex-snapshot
Cypher
inferredcites →https://doi.org/10.1145/3190508.3190541openalex-snapshot
Low latency RNN inference with cellular batching
inferredcites →https://doi.org/10.1145/3190508.3190545openalex-snapshot
G-Miner
inferredcites →https://doi.org/10.1145/321921.321925openalex-snapshot
An Algorithm for Subgraph Isomorphism
inferredcites →https://doi.org/10.1145/3299869.3300086openalex-snapshot
CECI
inferredcites →https://doi.org/10.1145/3318464.3386144openalex-snapshot
Aggregation Support for Modern Graph Analytics in TigerGraph
inferredcites →https://doi.org/10.1145/3318464.3389699openalex-snapshot
GPU-Accelerated Subgraph Enumeration on Partitioned Graphs
inferredcites →https://doi.org/10.1145/3341301.3359658openalex-snapshot
Nexus
inferredcites →https://doi.org/10.1145/342009.335419openalex-snapshot
Efficient and extensible algorithms for multi query optimization
inferredcites →https://doi.org/10.1145/3445814.3446717openalex-snapshot
MERCI: efficient embedding reduction on commodity hardware via sub-query memoization
inferredcites →https://doi.org/10.1145/3447548.3467375openalex-snapshot
Neural-Answering Logical Queries on Knowledge Graphs
inferredcites →https://doi.org/10.1145/3448016.3457237openalex-snapshot
HUGE: An Efficient and Scalable Subgraph Enumeration System
inferredcites →https://doi.org/10.1145/3477132.3483571openalex-snapshot
When Idling is Ideal
inferredcites →https://doi.org/10.1145/3534678.3539338openalex-snapshot
LinE: Logical Query Reasoning over Hierarchical Knowledge Graphs
inferredcites →https://doi.org/10.1145/3534678.3539405openalex-snapshot
SMORE
inferredcites →https://doi.org/10.1145/3539597.3570391openalex-snapshot
Cognition-aware Knowledge Graph Reasoning for Explainable Recommendation
inferredcites →https://doi.org/10.1145/3543873.3585579openalex-snapshot
Wikidata: The Making Of
inferredcites →https://doi.org/10.1145/3572848.3577528openalex-snapshot
DSP
inferredcites →https://doi.org/10.1145/3580305.3599805openalex-snapshot
DGI: An Easy and Efficient Framework for GNN Model Evaluation
inferredcites →https://doi.org/10.1145/3582016.3582029openalex-snapshot
GRACE: A Scalable Graph-Based Approach to Accelerating Recommendation Model Inference
inferredcites →https://doi.org/10.1145/3588692openalex-snapshot
Circinus: Fast Redundancy-Reduced Subgraph Matching
inferredcites →https://doi.org/10.1145/3600006.3613163openalex-snapshot
Paella: Low-latency Model Serving with Software-defined GPU Scheduling
inferredcites →https://doi.org/10.1145/3600006.3613165openalex-snapshot
Efficient Memory Management for Large Language Model Serving with PagedAttention
inferredcites →https://doi.org/10.1145/42201.42203openalex-snapshot
Multiple-query optimization
inferredcites →https://doi.org/10.14778/2735479.2735493openalex-snapshot
Exploiting vertex relationships in speeding up subgraph isomorphism over large graphs
inferredcites →https://doi.org/10.14778/3149193.3149198openalex-snapshot
Subgraph matching
inferredcites →https://doi.org/10.14778/3303753.3303754openalex-snapshot
Fast approximate nearest neighbor search with the navigating spreading-out graph
inferredcites →https://doi.org/10.14778/3342263.3342643openalex-snapshot
Optimizing subgraph queries by combining binary and worst-case optimal joins
inferredcites →https://doi.org/10.14778/3554821.3554843openalex-snapshot
Manu
inferredcites →https://doi.org/10.1609/aaai.v33i01.33015329openalex-snapshot
Explainable Reasoning over Knowledge Graphs for Recommendation
inferredcites →https://doi.org/10.1609/aaai.v36i4.20310openalex-snapshot
Fuzzy Logic Based Logical Query Answering on Knowledge Graphs
inferredcites →https://doi.org/10.1609/aaai.v37i4.25588openalex-snapshot
Efficient Embeddings of Logical Variables for Query Answering over Incomplete Knowledge Graphs
inferredcites →https://doi.org/10.18653/v1/2022.emnlp-main.47openalex-snapshot
GammaE: Gamma Embeddings for Logical Queries on Knowledge Graphs
inferredcites →https://doi.org/10.18653/v1/2022.findings-acl.119openalex-snapshot
Learning from Missing Relations: Contrastive Learning with Commonsense Knowledge Graphs for Commonsense Inference
inferredcites →https://doi.org/10.18653/v1/d17-1060openalex-snapshot
DeepPath: A Reinforcement Learning Method for Knowledge Graph Reasoning
inferredcites →https://doi.org/10.48550/arxiv.2206.07278openalex-snapshot
Nebula Graph: An open source distributed graph database
inferredcites →https://doi.org/10.48550/arxiv.2209.05828openalex-snapshot
Expressive Reasoning Graph Store: A Unified Framework for Managing RDF and Property Graph Databases
inferredcites →https://doi.org/10.48550/arxiv.2302.13114openalex-snapshot
Sequential Query Encoding For Complex Query Answering on Knowledge Graphs
inferredcites →https://doi.org/10.48550/arxiv.2304.07063openalex-snapshot
Rethinking Complex Queries on Knowledge Graphs with Neural Link Predictors
inferredcites →https://doi.org/10.48550/arxiv.2305.05920openalex-snapshot
Fast Distributed Inference Serving for Large Language Models
inferredcites →https://doi.org/10.48550/arxiv.2307.13701openalex-snapshot
$\text{EFO}_{k}$-CQA: Towards Knowledge Graph Complex Query Answering beyond Set Operation
inferredcites →https://doi.org/10.48550/arxiv.2309.04565openalex-snapshot
A Versatile Graph Learning Approach through LLM-based Agent
inferredcites →https://doi.org/10.5220/0005469003990403openalex-snapshot
Graph Database Application using Neo4j - Railroad Planner Simulation

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/s00778-026-00974-8openalex-snapshot
Efficient graph embedding at scale: optimizing CPU-GPU-SSD integration
inferred← citeshttps://doi.org/10.1109/icde65706.2026.00260openalex-snapshot
FlashEKGR: Fast Embedding-Based Knowledge Graph Reasoning Models Training
inferred← citeshttps://doi.org/10.1145/3696410.3714603openalex-snapshot
SANS: Efficient Densest Subgraph Discovery over Relational Graphs without Materialization
inferred← citeshttps://doi.org/10.1145/3725274openalex-snapshot
CARINA: An Efficient CXL-Oriented Embedding Serving System for Recommendation Models
inferred← citeshttps://doi.org/10.1145/3726302.3730263openalex-snapshot
UTCS: Effective Unsupervised Temporal Community Search with Pre-training of Temporal Dynamics and Subgraph Knowledge
inferred← citeshttps://doi.org/10.1145/3770854.3780186openalex-snapshot
Accelerated Coordinate Descent for Directed Densest Subgraph Discovery
inferred← citeshttps://doi.org/10.1145/3786644openalex-snapshot
Efficient Influential Community Search over Dynamic Graphs
inferred← citeshttps://doi.org/10.1145/3786674openalex-snapshot
Order-based Algorithms for Efficient Core Maintenance in Large Bipartite Graphs
inferred← citeshttps://doi.org/10.1145/3786697openalex-snapshot
SG-Serve: Efficient Model Serving for Subgraph-based Graph Representation Learning
inferred← citeshttps://doi.org/10.1145/3802044openalex-snapshot
Efficient Anchored Densest Subgraph Discovery: Improved Time Complexity and Practical Performance
inferred← citeshttps://doi.org/10.1145/3802069openalex-snapshot
GPS: Revisiting the Data Layout for Disk-based High-Dimensional Vector Search
inferred← citeshttps://doi.org/10.1145/3837109openalex-snapshot
Effective Structurally Similar Community Search in Large Temporal Graphs
inferred← citeshttps://doi.org/10.14778/3717755.3717771openalex-snapshot
In-Depth Analysis of Densest Subgraph Discovery in a Unified Framework
inferred← citeshttps://doi.org/10.14778/3748191.3748210openalex-snapshot
Efficient k -Clique Densest Subgraph Discovery: Towards Bridging Practice and Theory
inferred← citeshttps://doi.org/10.14778/3773749.3773753openalex-snapshot
Effective Durable Community Search in Large Temporal Graph
inferred← citeshttps://doi.org/10.14778/3828612.3828616openalex-snapshot
Efficient Locally h -Clique Densest Subgraph Discovery via Divide-and-Conquer
inferred← citeshttps://doi.org/10.32388/v8qvhaopenalex-snapshot
Top Ten Challenges Towards Agentic Neural Graph Databases
inferred← citeshttps://doi.org/10.3390/electronics13214321openalex-snapshot
Conditional Community Search Based on Weight Information
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