Data-centric Artificial Intelligence: A Survey

17 March 2023

Daochen Zha

Fan Yang

Papers citing "Data-centric Artificial Intelligence: A Survey"

50 / 112 papers shown

Title
Data Augmentation using Large Language Models: Data Perspectives, Learning Paradigms and Challenges Bosheng Ding Chengwei Qin Ruochen Zhao Tianze Luo Xinze Li Guizhen Chen Wenhan Xia Junjie Hu A. Luu Shafiq R. Joty 31 18 0 05 Mar 2024
A Survey on Evaluation of Out-of-Distribution Generalization Han Yu Jiashuo Liu Xingxuan Zhang Jiayun Wu Peng Cui OOD 47 8 0 04 Mar 2024
Clustering and Ranking: Diversity-preserved Instruction Selection through Expert-aligned Quality Estimation Yuan Ge Yilun Liu Chi Hu Weibin Meng Shimin Tao Xiaofeng Zhao Hongxia Ma Li Zhang Hao Yang Tong Xiao ALM 32 24 0 28 Feb 2024
The METRIC-framework for assessing data quality for trustworthy AI in medicine: a systematic review Daniel Schwabe Katinka Becker Martin Seyferth Andreas Klass Tobias Schäffter 34 20 0 21 Feb 2024
LongWanjuan: Towards Systematic Measurement for Long Text Quality Kai Lv Xiaoran Liu Qipeng Guo Hang Yan Conghui He Xipeng Qiu Dahua Lin 33 4 0 21 Feb 2024
Thresholding Data Shapley for Data Cleansing Using Multi-Armed Bandits Hiroyuki Namba Shota Horiguchi Masaki Hamamoto Masashi Egi TDI 19 0 0 13 Feb 2024
EXMOS: Explanatory Model Steering Through Multifaceted Explanations and Data Configurations Aditya Bhattacharya Simone Stumpf Lucija Gosak Gregor Stiglic K. Verbert 52 18 0 01 Feb 2024
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models Weijiao Zhang Jindong Han Zhao Xu Hang Ni Hao Liu Hui Xiong Hui Xiong AI4CE 77 15 0 30 Jan 2024
Multimodal Data Curation via Object Detection and Filter Ensembles Tzu-Heng Huang Changho Shin Sui Jiet Tay Dyah Adila Frederic Sala 34 5 0 05 Jan 2024
Data-Centric Foundation Models in Computational Healthcare: A Survey Yunkun Zhang Jin Gao Zheling Tan Lingfeng Zhou Kexin Ding Mu Zhou Shaoting Zhang Dequan Wang AI4CE 37 22 0 04 Jan 2024
Differentially Private Low-Rank Adaptation of Large Language Model Using Federated Learning Xiao-Yang Liu Rongyi Zhu Daochen Zha Jiechao Gao Shan Zhong Matt White Meikang Qiu 23 15 0 29 Dec 2023
README: Bridging Medical Jargon and Lay Understanding for Patient Education through Data-Centric NLP Zonghai Yao Nandyala Siddharth Kantu Guanghao Wei Hieu Tran Zhangqi Duan Sunjae Kwon Zhichao Yang Readme annotation team Hong-ye Yu 26 7 0 24 Dec 2023
Chasing Fairness in Graphs: A GNN Architecture Perspective Zhimeng Jiang Xiaotian Han Chao Fan Zirui Liu Na Zou Ali Mostafavi Xia Hu 36 4 0 19 Dec 2023
Curated LLM: Synergy of LLMs and Data Curation for tabular augmentation in low-data regimes Nabeel Seedat Nicolas Huynh B. V. Breugel M. Schaar 26 25 0 19 Dec 2023
KnowGPT: Knowledge Graph based Prompting for Large Language Models Qinggang Zhang Junnan Dong Hao Chen Daochen Zha Zailiang Yu Xiao Huang KELM RALM 24 5 0 11 Dec 2023
Adversarial Learning for Feature Shift Detection and Correction Míriam Barrabés D. M. Montserrat Margarita Geleta Xavier Giró-i-Nieto A. Ioannidis OOD 31 2 0 07 Dec 2023
The Efficiency Spectrum of Large Language Models: An Algorithmic Survey Tianyu Ding Tianyi Chen Haidong Zhu Jiachen Jiang Yiqi Zhong Jinxin Zhou Guangzhi Wang Zhihui Zhu Ilya Zharkov Luming Liang 27 22 0 01 Dec 2023
Annotation Sensitivity: Training Data Collection Methods Affect Model Performance Christoph Kern Stephanie Eckman Jacob Beck Rob Chew Bolei Ma Frauke Kreuter 24 9 0 23 Nov 2023
Understanding Fairness Surrogate Functions in Algorithmic Fairness Wei Yao Zhanke Zhou Zhicong Li Bo Han Yong Liu 29 3 0 17 Oct 2023
Towards Deep Learning Models Resistant to Transfer-based Adversarial Attacks via Data-centric Robust Learning Yulong Yang Chenhao Lin Xiang Ji Qiwei Tian Qian Li Hongshan Yang Zhibo Wang Chao Shen 30 7 0 15 Oct 2023
TabLib: A Dataset of 627M Tables with Context Gus Eggert Kevin Huo Mike Biven Justin Waugh LMTD 28 10 0 11 Oct 2023
Data-centric Graph Learning: A Survey Jixi Liu Deyu Bo Cheng Yang Haoran Dai Qi Zhang Yixin Xiao Yufei Peng Chuan Shi GNN 27 19 0 08 Oct 2023
Data Cleaning and Machine Learning: A Systematic Literature Review Pierre-Olivier Coté Amin Nikanjam Nafisa Ahmed D. Humeniuk Foutse Khomh 41 22 0 03 Oct 2023
CODA: Temporal Domain Generalization via Concept Drift Simulator Chia-Yuan Chang Yu-Neng Chuang Zhimeng Jiang Kwei-Herng Lai Anxiao Jiang Na Zou OOD 24 5 0 02 Oct 2023
Provable advantages of kernel-based quantum learners and quantum preprocessing based on Grover's algorithm Till Muser Elias Zapusek Vasilis Belis Florentin Reiter 30 5 0 25 Sep 2023
Towards Data-centric Graph Machine Learning: Review and Outlook Xin Zheng Yixin Liu Zhifeng Bao Meng Fang Xia Hu Alan Wee-Chung Liew Shirui Pan GNN AI4CE 31 19 0 20 Sep 2023
A-Eval: A Benchmark for Cross-Dataset Evaluation of Abdominal Multi-Organ Segmentation Ziyan Huang Zhongying Deng Jin Ye Haoyu Wang Yan-Cheng Su ... Junjun He Yun Gu Shaoting Zhang Lixu Gu Yu Qiao ELM 24 3 0 07 Sep 2023
DiscoverPath: A Knowledge Refinement and Retrieval System for Interdisciplinarity on Biomedical Research Yu-Neng Chuang Guanchu Wang Chia-Yuan Chang Kwei-Herng Lai Daochen Zha ... Fan Yang Alfredo Costilla Reyes Kaixiong Zhou Xiaoqian Jiang Xia Hu 25 4 0 04 Sep 2023
Tackling Diverse Minorities in Imbalanced Classification Kwei-Herng Lai Daochen Zha Huiyuan Chen M. Bendre Yuzhong Chen Mahashweta Das Hao Yang Xia Hu 23 0 0 28 Aug 2023
YOLOv8 for Defect Inspection of Hexagonal Directed Self-Assembly Patterns: A Data-Centric Approach Enrique Dehaerne Bappaditya Dey Hossein Esfandiar L. Verstraete H. Suh S. Halder S. de Gendt 19 13 0 28 Jul 2023
A Deep Learning Approach for Overall Survival Prediction in Lung Cancer with Missing Values Camillo Maria Caruso V. Guarrasi Sara Ramella Paolo Soda 11 10 0 21 Jul 2023
UMLS-KGI-BERT: Data-Centric Knowledge Integration in Transformers for Biomedical Entity Recognition Aidan Mannion Thierry Chevalier D. Schwab Lorraine Goeuriot MedIm 51 3 0 20 Jul 2023
FinGPT: Democratizing Internet-scale Data for Financial Large Language Models Xiao-Yang Liu Guoxuan Wang Hongyang Yang Daochen Zha AIFin 38 43 0 19 Jul 2023
AlpaGasus: Training A Better Alpaca with Fewer Data Lichang Chen Shiyang Li Jun Yan Hai Wang Kalpa Gunaratna ... Zheng Tang Vijay Srinivasan Dinesh Manocha Heng-Chiao Huang Hongxia Jin ALM 44 0 0 17 Jul 2023
Visual Analytics For Machine Learning: A Data Perspective Survey Junpeng Wang Shixia Liu Wei Zhang HAI 32 17 0 15 Jul 2023
DataCI: A Platform for Data-Centric AI on Streaming Data Huaizheng Zhang Yizheng Huang Yuanming Li 20 0 0 27 Jun 2023
Transcending Traditional Boundaries: Leveraging Inter-Annotator Agreement (IAA) for Enhancing Data Management Operations (DMOps) Damrin Kim Namhyeok Kim Chanjun Park Harksoo Kim 19 1 0 26 Jun 2023
OpenGSL: A Comprehensive Benchmark for Graph Structure Learning Zhiyao Zhou Sheng Zhou Bochao Mao Xu Zhou Jiawei Chen Qiaoyu Tan Daochen Zha Yan Feng Chun-Yen Chen C. Wang 29 20 0 17 Jun 2023
When Do Annotator Demographics Matter? Measuring the Influence of Annotator Demographics with the POPQUORN Dataset Jiaxin Pei David Jurgens 40 31 0 12 Jun 2023
Transition Role of Entangled Data in Quantum Machine Learning Xinbiao Wang Yuxuan Du Zhuozhuo Tu Yong Luo Xiao Yuan Dacheng Tao 40 8 0 06 Jun 2023
Make-An-Audio 2: Temporal-Enhanced Text-to-Audio Generation Jia-Bin Huang Yi Ren Rongjie Huang Dongchao Yang Zhenhui Ye Chen Zhang Jinglin Liu Xiang Yin Zejun Ma Zhou Zhao DiffM 18 59 0 29 May 2023
FuseCap: Leveraging Large Language Models for Enriched Fused Image Captions Noam Rotstein David Bensaid Shaked Brody Roy Ganz Ron Kimmel VLM 26 27 0 28 May 2023
Winner-Take-All Column Row Sampling for Memory Efficient Adaptation of Language Model Zirui Liu Guanchu Wang Shaochen Zhong Zhaozhuo Xu Daochen Zha ... Zhimeng Jiang Kaixiong Zhou V. Chaudhary Shuai Xu Xia Hu 41 12 0 24 May 2023
Pre-RMSNorm and Pre-CRMSNorm Transformers: Equivalent and Efficient Pre-LN Transformers Zixuan Jiang Jiaqi Gu Hanqing Zhu David Z. Pan AI4CE 27 16 0 24 May 2023
MediTab: Scaling Medical Tabular Data Predictors via Data Consolidation, Enrichment, and Refinement Zifeng Wang Chufan Gao Cao Xiao Jimeng Sun LMTD 25 12 0 20 May 2023
Compress, Then Prompt: Improving Accuracy-Efficiency Trade-off of LLM Inference with Transferable Prompt Zhaozhuo Xu Zirui Liu Beidi Chen Yuxin Tang Jue Wang Kaixiong Zhou Xia Hu Anshumali Shrivastava MQ 24 29 0 17 May 2023
Comparing Foundation Models using Data Kernels Brandon Duderstadt Hayden S. Helm Carey E. Priebe 21 5 0 09 May 2023
Pre-train and Search: Efficient Embedding Table Sharding with Pre-trained Neural Cost Models Daochen Zha Louis Feng Liangchen Luo Bhargav Bhushanam Zirui Liu ... J. McMahon Yuzhen Huang Bryan Clarke A. Kejariwal Xia Hu 52 7 0 03 May 2023
Harnessing the Power of LLMs in Practice: A Survey on ChatGPT and Beyond Jingfeng Yang Hongye Jin Ruixiang Tang Xiaotian Han Qizhang Feng Haoming Jiang Bing Yin Xia Hu LM&MA 131 622 0 26 Apr 2023
Dynamic Datasets and Market Environments for Financial Reinforcement Learning Xiao-Yang Liu Ziyi Xia Hongyang Yang Jiechao Gao Daochen Zha Ming Zhu Chris Wang Zhaoran Wang Jian Guo OffRL 26 27 0 25 Apr 2023