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ORCIDIEEE Data Engineering Bulletin, Volume 48
Volume 48, Number 1, March 2024
Letters
- Haixun Wang:
Letter from the Editor-in-Chief. 1 - Steven Euijong Whang:
Letter from the Special Issue Editor. 2
Special Issue on Data-centric Responsible AI
- Nima Shahbazi, Mahdi Erfanian, Abolfazl Asudeh
:
Coverage-based Data-centric Approaches for Responsible and Trustworthy AI. 3-17 - Jiongli Zhu, Babak Salimi:
Overcoming Data Biases: Towards Enhanced Accuracy and Reliability in Machine Learning. 18-35 - Senjuti Basu Roy:
Fairness and Robustness in Answering Preference Queries. 36-47 - Jindong Wang, Xixu Hu, Wenxin Hou, Hao Chen, Runkai Zheng, Yidong Wang, Linyi Yang, Wei Ye, Haojun Huang, Xiubo Geng, Binxing Jiao, Yue Zhang, Xing Xie:
On the Robustness of ChatGPT: An Adversarial and Out-of-distribution Perspective. 48-62 - Stefan Grafberger, Zeyu Zhang, Sebastian Schelter, Ce Zhang:
Red Onions, Soft Cheese and Data: From Food Safety to Data Traceability for Responsible AI. 63-81
Volume 48, Number 2, June 2024
Letters
- Haixun Wang:
Letter from the Editor-in-Chief. 1 - Xiaokui Xiao:
Letter from the Special Issue Editor. 2
Special Issue on Privacy-preserving Data Management
- Donghyun Sohn, Xiling Li, Jennie Rogers:
Everything You Always Wanted to Know About Secure and Private Database Systems (but were Afraid to Ask). 3-20 - Xi He, Shufan Zhang:
Differential Privacy with Fine-Grained Provenance: Opportunities and Challenges. 21-49 - Carlos Gavidia-Calderon, Steve Harris, Markus Hauru, Florimond Houssiau, Carsten Maple, Iain Stenson, May Yong:
Transparent Decisions: Selective Information Disclosure To Generate Synthetic Data. 50-66 - Yulian Mao, Qingqing Ye, Qi Wang, Haibo Hu:
Differential Privacy for Time Series: A Survey. 67-92 - Islam A. Monir, Muhamad I. Fauzan, Gabriel Ghinita:
A Review of Adaptive Techniques and Data Management Issues in DP-SGD. 93-124 - Md. Khairul Islam, Andrew Wang, Tianhao Wang, Yangfeng Ji, Judy Fox, Jieyu Zhao:
Does Differential Privacy Impact Bias in Pretrained Language Models? 125-137
Volume 48, Number 3, September 2024
Letters
- Haixun Wang:
Letter from the Editor-in-Chief. 1 - Themis Palpanas:
Letter from the Special Issue Editor. 2
Special Issue on High-Dimensional Vector Similarity Search: The Role of Machine Learning, and Future Perspectives
- Jianyang Gao, Yutong Gou, Yuexuan Xu, Jifan Shi, Cheng Long, Raymond Chi-Wing Wong, Themis Palpanas:
High-Dimensional Vector Quantization: General Framework, Recent Advances, and Future Directions. 3-19 - Ravishankar Krishnaswamy, Magdalen Dobson Manohar, Harsha Vardhan Simhadri:
The DiskANN library: Graph-Based Indices for Fast, Fresh and Filtered Vector Search. 20-42 - Sebastian Bruch, Franco Maria Nardini, Cosimo Rulli, Rossano Venturini:
Efficient Inverted Index-based Approximate Retrieval over High-dimensional Learned Sparse Representations. 43-62 - Zeyu Wang, Haoran Xiong, Qitong Wang, Zhenying He, Peng Wang, Themis Palpanas, Wei Wang:
Dimensionality-Reduction Techniques for Approximate Nearest Neighbor Search: A Survey and Evaluation. 63-80
Opinions
- Matthijs Douze:
Machine learning and high dimensional vector search. 81-88 - Yannis Papakonstantinou:
The Evolution of Vector Search: Data Engineering and ML Aspects. 89-92
Volume 48, Number 4, December 2024
Letters
- Haixun Wang:
Letter from the Editor-in-Chief. 1 - Xin Luna Dong, Meng Jiang, Kai Sun, Xiao Yang:
Letter from the Special Issue Editor. 2
Opinions
- Chirag Shah, Ryen W. White:
Task-Focused Information Retrieval in the Generative AI Era. 3-8
Special Issue on Retrieval-Augmented Generation
- Carl Yang, Ran Xu, Linhao Luo, Shirui Pan:
Knowledge Graph and Large Language Model Co-learning via Structure-oriented Retrieval Augmented Generation. 9-46 - Sajjadur Rahman, Dan Zhang, Nikita Bhutani, Estevam Hruschka, Eser Kandogan:
Retrieval Augmented Generation in the Wild: A System 2 Perspective. 47-70 - Philipp Christmann, Gerhard Weikum:
RAG-based Question Answering over Heterogeneous Data and Text. 71-86 - Xiaoze Liu, Feijie Wu, Tianyang Xu, Zhuo Chen, Yichi Zhang, Xiaoqian Wang, Jing Gao:
Evaluating the Factuality of Large Language Models using Large-Scale Knowledge Graphs. 87-108 - Juan Sequeda, Dean Allemang, Bryon Jacob:
Increasing Accuracy of LLM-powered Question Answering on SQL databases: Knowledge Graphs to the Rescue. 109-134 - Nan Tang, Chenyu Yang, Zhengxuan Zhang, Yuyu Luo, Ju Fan, Lei Cao, Sam Madden, Alon Y. Halevy:
Symphony: Towards Trustworthy Question Answering and Verification using RAG over Multimodal Data Lakes. 135-146 - Revanth Gangi Reddy, Pradeep Dasigi, Md. Arafat Sultan, Arman Cohan, Avirup Sil, Heng Ji, Hannaneh Hajishirzi:
ReFIT: Reranker Relevance Feedback during Inference. 147-162 - Xiao Yang, Yifan Ethan Xu, Kai Sun, Jiaqi Wang, Lingkun Kong, Wen-tau Yih, Xin Luna Dong:
KDD Cup CRAG competition: Systems, Findings and Learnings. 163-182
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