ML<sup>2</sup>MG-VLCR: A Multimodal LLM Guided Zero-shot Method for Visio-linguistic Compositional Reasoning with Autoregressive Generative Language Model.

[BibT_eX]

[DOI]

Ziyu Gong

Chengcheng Mai

Yihua Huang

Proceedings of the 2024 International Conference on Multimedia Retrieval, 2024

Automatic Multi-Task Learning Framework with Neural Architecture Search in Recommendations.

[BibT_eX]

[DOI]

Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2024

Mining Long Short-Term Evolution Patterns for Temporal Knowledge Graph Reasoning.

[BibT_eX]

[DOI]

Proceedings of the Pattern Recognition - 27th International Conference, 2024

AsCL: An Asymmetry-sensitive Contrastive Learning Method for Image-Text Retrieval with Cross-Modal Fusion.

[BibT_eX]

[DOI]

Ziyu Gong

Chengcheng Mai

Yihua Huang

Proceedings of the IEEE International Conference on Multimedia and Expo, 2024

Boosting Graph Anomaly Detection with Adaptive Message Passing.

[BibT_eX]

[DOI]

Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023

High-Level Data Abstraction and Elastic Data Caching for Data-Intensive AI Applications on Cloud-Native Platforms.

[BibT_eX]

[DOI]

IEEE Trans. Parallel Distributed Syst., November, 2023

Coral: federated query join order optimization based on deep reinforcement learning.

[BibT_eX]

[DOI]

World Wide Web (WWW), September, 2023

Nested relation extraction via self-contrastive learning guided by structure and semantic similarity.

[BibT_eX]

[DOI]

Neural Networks, May, 2023

ShadowAQP: Efficient Approximate Group-by and Join Query via Attribute-oriented Sample Size Allocation and Data Generation.

[BibT_eX]

[DOI]

Proc. VLDB Endow., 2023

Simple and Efficient Partial Graph Adversarial Attack: A New Perspective.

[BibT_eX]

[DOI]

CoRR, 2023

HAGNN: Hybrid Aggregation for Heterogeneous Graph Neural Networks.

[BibT_eX]

[DOI]

CoRR, 2023

Adaptive Online Cache Capacity Optimization via Lightweight Working Set Size Estimation at Scale.

[BibT_eX]

[DOI]

Proceedings of the 2023 USENIX Annual Technical Conference, 2023

AdaMCL: Adaptive Fusion Multi-View Contrastive Learning for Collaborative Filtering.

[BibT_eX]

[DOI]

Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2023

Operation-Level Early Stopping for Robustifying Differentiable NAS.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Magpie: Efficient Big Data Query System Parameter Optimization based on Pre-selection and Search Pruning Approach.

[BibT_eX]

[DOI]

Proceedings of the 31st IEEE/ACM International Symposium on Quality of Service, 2023

Time and Cost-Efficient Cloud Data Transmission based on Serverless Computing Compression.

[BibT_eX]

[DOI]

Proceedings of the IEEE INFOCOM 2023, 2023

STSD: Modeling Spatial Temporal Staticity and Dynamicity in Traffic Forecasting.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Data Mining, 2023

AutoAC: Towards Automated Attribute Completion for Heterogeneous Graph Neural Network.

[BibT_eX]

[DOI]

Proceedings of the 39th IEEE International Conference on Data Engineering, 2023

CoTE: A Flexible Method for Joint Learning of Topic and Embedding Models.

[BibT_eX]

[DOI]

Bo Zhao

Chunfeng Yuan

Yihua Huang

Proceedings of the Web and Big Data - 7th International Joint Conference, 2023

2022

Liquid: Intelligent Resource Estimation and Network-Efficient Scheduling for Deep Learning Jobs on Distributed GPU Clusters.

[BibT_eX]

[DOI]

IEEE Trans. Parallel Distributed Syst., 2022

Octopus-DF: Unified DataFrame-based cross-platform data analytic system.

[BibT_eX]

[DOI]

Parallel Comput., 2022

One-Stage Tree: end-to-end tree builder and pruner.

[BibT_eX]

[DOI]

Mach. Learn., 2022

Pronounce differently, mean differently: A multi-tagging-scheme learning method for Chinese NER integrated with lexicon and phonetic features.

[BibT_eX]

[DOI]

Inf. Process. Manag., 2022

Transition Relation Aware Self-Attention for Session-based Recommendation.

[BibT_eX]

[DOI]

CoRR, 2022

Pretraining Multi-modal Representations for Chinese NER Task with Cross-Modality Attention.

[BibT_eX]

[DOI]

Proceedings of the WSDM '22: The Fifteenth ACM International Conference on Web Search and Data Mining, Virtual Event / Tempe, AZ, USA, February 21, 2022

Meces: Latency-efficient Rescaling via Prioritized State Migration for Stateful Distributed Stream Processing Systems.

[BibT_eX]

[DOI]

Proceedings of the 2022 USENIX Annual Technical Conference, 2022

NAS-CTR: Efficient Neural Architecture Search for Click-Through Rate Prediction.

[BibT_eX]

[DOI]

Proceedings of the SIGIR '22: The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval, Madrid, Spain, July 11, 2022

AutoGSR: Neural Architecture Search for Graph-based Session Recommendation.

[BibT_eX]

[DOI]

Proceedings of the SIGIR '22: The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval, Madrid, Spain, July 11, 2022

Evolutionary Automated Feature Engineering.

[BibT_eX]

[DOI]

Proceedings of the PRICAI 2022: Trends in Artificial Intelligence, 2022

A2: Efficient Automated Attacker for Boosting Adversarial Training.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Knowledge-enhanced Black-box Attacks for Recommendations.

[BibT_eX]

[DOI]

Proceedings of the KDD '22: The 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, August 14, 2022

PSP: Progressive Space Pruning for Efficient Graph Neural Architecture Search.

[BibT_eX]

[DOI]

Proceedings of the 38th IEEE International Conference on Data Engineering, 2022

Fluid: Dataset Abstraction and Elastic Acceleration for Cloud-native Deep Learning Training Jobs.

[BibT_eX]

[DOI]

Proceedings of the 38th IEEE International Conference on Data Engineering, 2022

Efficient. Scalable and Robust Data Shuffle Service for Distributed MapReduce Computing on Cloud.

[BibT_eX]

[DOI]

Proceedings of the 24th IEEE Int Conf on High Performance Computing & Communications; 8th Int Conf on Data Science & Systems; 20th Int Conf on Smart City; 8th Int Conf on Dependability in Sensor, 2022

Towards Efficient Reverse-time Migration Imaging Computation by Pipeline and Fine-grained Execution Parallelization.

[BibT_eX]

[DOI]

Proceedings of the 25th IEEE International Conference on Computational Science and Engineering, 2022

Towards Self-supervised Learning on Graphs with Heterophily.

[BibT_eX]

[DOI]

Proceedings of the 31st ACM International Conference on Information & Knowledge Management, 2022

DIFER: Differentiable Automated Feature Engineering.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Automated Machine Learning, 2022

2021

Towards Efficient Distributed Subgraph Enumeration Via Backtracking-Based Framework.

[BibT_eX]

[DOI]

IEEE Trans. Parallel Distributed Syst., 2021

Towards Efficient Large-Scale Interprocedural Program Static Analysis on Distributed Data-Parallel Computation.

[BibT_eX]

[DOI]

IEEE Trans. Parallel Distributed Syst., 2021

Alchemy: Distributed financial quantitative analysis system with high-level programming model.

[BibT_eX]

[DOI]

Softw. Pract. Exp., 2021

Improving in-memory file system reading performance by fine-grained user-space cache mechanisms.

[BibT_eX]

[DOI]

J. Syst. Archit., 2021

VSIM: Distributed local structural vertex similarity calculation on big graphs.

[BibT_eX]

[DOI]

J. Parallel Distributed Comput., 2021

SparkDQ: Efficient generic big data quality management on distributed data-parallel computation.

[BibT_eX]

[DOI]

J. Parallel Distributed Comput., 2021

Empirical analysis of performance bottlenecks in graph neural network training and inference with GPUs.

[BibT_eX]

[DOI]

Neurocomputing, 2021

Progressive AutoSpeech: An Efficient and General Framework for Automatic Speech Classification.

[BibT_eX]

[DOI]

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2021

TSSE-DMM: Topic Modeling for Short Texts Based on Topic Subdivision and Semantic Enhancement.

[BibT_eX]

[DOI]

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2021

UniGPS: A Unified Programming Framework for Distributed Graph Processing.

[BibT_eX]

[DOI]

Proceedings of the 27th IEEE International Conference on Parallel and Distributed Systems, 2021

2020

DIFER: Differentiable Automated Feature Engineering.

[BibT_eX]

[DOI]

CoRR, 2020

Distributed Subgraph Enumeration via Backtracking-based Framework.

[BibT_eX]

[DOI]

CoRR, 2020

Semi-supervised Embedding Learning for High-dimensional Bayesian Optimization.

[BibT_eX]

[DOI]

CoRR, 2020

2019

Correlation-aware partitioning for skewed range query optimization.

[BibT_eX]

[DOI]

World Wide Web, 2019

Efficient and Scalable Functional Dependency Discovery on Distributed Data-Parallel Platforms.

[BibT_eX]

[DOI]

IEEE Trans. Parallel Distributed Syst., 2019

DGST: Efficient and scalable suffix tree construction on distributed data-parallel platforms.

[BibT_eX]

[DOI]

Parallel Comput., 2019

ForestLayer: Efficient training of deep forests on distributed task-parallel platforms.

[BibT_eX]

[DOI]

J. Parallel Distributed Comput., 2019

Adaptive cache policy scheduling for big data applications on distributed tiered storage system.

[BibT_eX]

[DOI]

Concurr. Comput. Pract. Exp., 2019

BigSpa: An Efficient Interprocedural Static Analysis Engine in the Cloud.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE International Parallel and Distributed Processing Symposium, 2019

Push-Based Network-efficient Hadoop YARN Scheduling Mechanism for In-Memory Computing.

[BibT_eX]

[DOI]

Proceedings of the 25th IEEE International Conference on Parallel and Distributed Systems, 2019

HyMJ: A Hybrid Structure-Aware Approach to Distributed Multi-way Join Query.

[BibT_eX]

[DOI]

Proceedings of the 35th IEEE International Conference on Data Engineering, 2019

BENU: Distributed Subgraph Enumeration with Backtracking-Based Framework.

[BibT_eX]

[DOI]

Proceedings of the 35th IEEE International Conference on Data Engineering, 2019

2018

Penguin: Efficient Query-Based Framework for Replaying Large Scale Historical Data.

[BibT_eX]

[DOI]

IEEE Trans. Parallel Distributed Syst., 2018

Parallelizing Machine Learning Optimization Algorithms on Distributed Data-Parallel Platforms with Parameter Server.

[BibT_eX]

[DOI]

Proceedings of the 24th IEEE International Conference on Parallel and Distributed Systems, 2018

Seal: Efficient Training Large Scale Statistical Machine Translation Models on Spark.

[BibT_eX]

[DOI]

Proceedings of the 24th IEEE International Conference on Parallel and Distributed Systems, 2018

2017

Improving Execution Concurrency of Large-Scale Matrix Multiplication on Distributed Data-Parallel Platforms.

[BibT_eX]

[DOI]

IEEE Trans. Parallel Distributed Syst., 2017

AutoMJ: Towards Efficient Multi-way Join Query on Distributed Data-Parallel Platform.

[BibT_eX]

[DOI]

Proceedings of the 23rd IEEE International Conference on Parallel and Distributed Systems, 2017

2016

Accelerating Big Data Applications on Tiered Storage System with Various Eviction Policies.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE Trustcom/BigDataSE/ISPA, 2016

A Time-Cost Based Automatic Scheduling Framework for Matrix Computation on Various Distributed Computing Platforms.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Parallel and Distributed Processing Symposium Workshops, 2016

Stock market prediction exploiting microblog sentiment analysis.

[BibT_eX]

[DOI]

Proceedings of the 2016 International Joint Conference on Neural Networks, 2016

PTR: Phrase-Based Topical Ranking for Automatic Keyphrase Extraction in Scientific Publications.

[BibT_eX]

[DOI]

Minmei Wang

Bo Zhao

Yihua Huang

Proceedings of the Neural Information Processing - 23rd International Conference, 2016

An Adaptive Partition-Based Caching Approach for Efficient Range Queries on Key-Value Data.

[BibT_eX]

[DOI]

Proceedings of the Web Technologies and Applications - 18th Asia-Pacific Web Conference, 2016

2015

AutoRM: An effective approach for automatic Web data record mining.

[BibT_eX]

[DOI]

Knowl. Based Syst., 2015

Cichlid: Efficient Large Scale RDFS/OWL Reasoning with Spark.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Parallel and Distributed Processing Symposium, 2015

iPLAR: Towards Interactive Programming with Parallel Linear Algebra in R.

[BibT_eX]

[DOI]

Proceedings of the Algorithms and Architectures for Parallel Processing, 2015

Parallel Training GBRT Based on KMeans Histogram Approximation for Big Data.

[BibT_eX]

[DOI]

Proceedings of the Algorithms and Architectures for Parallel Processing, 2015

Unified Programming Model and Software Framework for Big Data Machine Learning and Data Analytics.

[BibT_eX]

[DOI]

Proceedings of the 39th Annual Computer Software and Applications Conference, 2015

Efficient large scale distributed matrix computation with spark.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Conference on Big Data (IEEE BigData 2015), Santa Clara, CA, USA, October 29, 2015

2014

SHadoop: Improving MapReduce performance by optimizing job execution mechanism in Hadoop clusters.

[BibT_eX]

[DOI]

J. Parallel Distributed Comput., 2014

Multi-feature and DAG-Based Multi-tree Matching Algorithm for Automatic Web Data Mining.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE/WIC/ACM International Joint Conferences on Web Intelligence (WI) and Intelligent Agent Technologies (IAT), Warsaw, Poland, August 11-14, 2014, 2014

YAFIM: A Parallel Frequent Itemset Mining Algorithm with Spark.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE International Parallel & Distributed Processing Symposium Workshops, 2014

Training Large Scale Deep Neural Networks on the Intel Xeon Phi Many-Core Coprocessor.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE International Parallel & Distributed Processing Symposium Workshops, 2014

Rainbow: A distributed and hierarchical RDF triple store with dynamic scalability.

[BibT_eX]

[DOI]

Rong Gu

Wei Hu

Yihua Huang

Proceedings of the 2014 IEEE International Conference on Big Data (IEEE BigData 2014), 2014

CinHBa: A Secondary Index with Hotscore Caching Policy on Key-Value Data Store.

[BibT_eX]

[DOI]

Proceedings of the Advanced Data Mining and Applications - 10th International Conference, 2014

2013

NEXIR: A Novel Web Extraction Rule Language toward a Three-Stage Web Data Extraction Model.

[BibT_eX]

[DOI]

Proceedings of the Web Information Systems Engineering - WISE 2013, 2013

Large Scale Nearest Neighbors Search Based on Neighborhood Graph.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Advanced Cloud and Big Data, 2013

Parallel Approach and Platform for Large-Scale WEB Data Extraction.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Advanced Cloud and Big Data, 2013

A parallel computing platform for training large scale neural networks.

[BibT_eX]

[DOI]

Rong Gu

Furao Shen

Yihua Huang

Proceedings of the 2013 IEEE International Conference on Big Data (IEEE BigData 2013), 2013

Extraction Rule Language for Web Information Extraction and Integration.

[BibT_eX]

[DOI]

Proceedings of the 2013 10th Web Information System and Application Conference, 2013

Layered and Weighted Tree Matching Algorithm for Automatic Web Data Records Recognition.

[BibT_eX]

[DOI]

Proceedings of the 2013 10th Web Information System and Application Conference, 2013

2012

Parallelized Similarity Flooding Algorithm for Processing Large Scale Graph Datasets with MapReduce.

[BibT_eX]

[DOI]

Jian Zhang

Chunfeng Yuan

Yihua Huang

Proceedings of the 13th International Conference on Parallel and Distributed Computing, 2012

Parallelized Near-Duplicate Document Detection Algorithm for Large Scale Chinese Web Pages.

[BibT_eX]

[DOI]

Proceedings of the 13th International Conference on Parallel and Distributed Computing, 2012

Performance Optimization for Short MapReduce Job Execution in Hadoop.

[BibT_eX]

[DOI]

Proceedings of the 2012 Second International Conference on Cloud and Green Computing, 2012

2011

Parallelization of BLAST with MapReduce for Long Sequence Alignment.

[BibT_eX]

[DOI]

Proceedings of the Fourth International Symposium on Parallel Architectures, 2011

PSON: A Parallelized SON Algorithm with MapReduce for Mining Frequent Sets.

[BibT_eX]

[DOI]

Tao Xiao

Chunfeng Yuan

Yihua Huang

Proceedings of the Fourth International Symposium on Parallel Architectures, 2011

2009

Improvements on Teaching Methods and Contents for the "Computer Organization and Architecture" Curriculum.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Scalable Computing and Communications / Eighth International Conference on Embedded Computing, 2009

Yihua Huang

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