Data-centric AI: Perspectives and Challenges

12 January 2023

Daochen Zha

Fan Yang

Papers citing "Data-centric AI: Perspectives and Challenges"

34 / 34 papers shown

Title
GraphPrompter: Multi-stage Adaptive Prompt Optimization for Graph In-Context Learning Rui Lv Z. Zhang Kai Zhang Qi Liu Weibo Gao Jing Liu Jiaxia Yan Linan Yue Fangzhou Yao 143 0 0 04 May 2025
Investigating the Impact of Balancing, Filtering, and Complexity on Predictive Multiplicity: A Data-Centric Perspective Mustafa Cavus P. Biecek 90 2 0 12 Dec 2024
WelQrate: Defining the Gold Standard in Small Molecule Drug Discovery Benchmarking Yunchao Liu Liu Ha Dong Xin Wang Rocco Moretti ... J. Gu Bobby Bodenheimer Charles David Weaver J. Meiler Tyler Derr 30 0 0 14 Nov 2024
Promoting Fairness in Link Prediction with Graph Enhancement Yezi Liu Hanning Chen Mohsen Imani 30 1 0 13 Sep 2024
Adaptive Data Quality Scoring Operations Framework using Drift-Aware Mechanism for Industrial Applications Firas Bayram Bestoun S. Ahmed Erik Hallin 22 3 0 13 Aug 2024
Survey and Taxonomy: The Role of Data-Centric AI in Transformer-Based Time Series Forecasting Jingjing Xu Caesar Wu Yuan-Fang Li Grégoire Danoy Pascal Bouvry AI4TS 37 1 0 29 Jul 2024
XEdgeAI: A Human-centered Industrial Inspection Framework with Data-centric Explainable Edge AI Approach Truong Thanh Hung Nguyen Phuc Truong Loc Nguyen Hung Cao 29 3 0 16 Jul 2024
From Artificial Needles to Real Haystacks: Improving Retrieval Capabilities in LLMs by Finetuning on Synthetic Data Zheyang Xiong Vasilis Papageorgiou Kangwook Lee Dimitris Papailiopoulos SyDa RALM 34 11 0 27 Jun 2024
Motif-driven Subgraph Structure Learning for Graph Classification Zhiyao Zhou Sheng Zhou Bochao Mao Jiawei Chen Qingyun Sun Yan Feng Chun-Yen Chen Can Wang 51 1 0 13 Jun 2024
Understanding Data Understanding: A Framework to Navigate the Intricacies of Data Analytics Joshua Holstein Philipp Spitzer Marieke Hoell Michael Vossing Niklas Kühl 30 3 0 13 May 2024
Purify Unlearnable Examples via Rate-Constrained Variational Autoencoders Yi Yu Yufei Wang Song Xia Wenhan Yang Shijian Lu Yap-Peng Tan A.C. Kot AAML 37 11 0 02 May 2024
Generative Dataset Distillation: Balancing Global Structure and Local Details Longzhen Li Guang Li Ren Togo Keisuke Maeda Takahiro Ogawa Miki Haseyama DD 42 5 0 26 Apr 2024
Computer Vision for Primate Behavior Analysis in the Wild Richard Vogg Timo Lüddecke Jonathan Henrich Sharmita Dey Matthias Nuske ... Alexander Gail Stefan Treue H. Scherberger F. Worgotter Alexander S. Ecker 33 3 0 29 Jan 2024
A Comprehensive Survey on Graph Reduction: Sparsification, Coarsening, and Condensation Mohammad Hashemi Shengbo Gong Juntong Ni Wenqi Fan B. A. Prakash Wei-dong Jin DD 74 40 0 29 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
Better with Less: A Data-Active Perspective on Pre-Training Graph Neural Networks Jiarong Xu Renhong Huang Xin Jiang Yuxuan Cao Carl Yang Chunping Wang Yang Yang AI4CE 31 14 0 02 Nov 2023
Physics-guided Noise Neural Proxy for Practical Low-light Raw Image Denoising Hansen Feng Lizhi Wang Yiqi Huang Yuzhi Wang Lin Zhu Huan Huang AI4CE DiffM 42 1 0 13 Oct 2023
VDC: Versatile Data Cleanser based on Visual-Linguistic Inconsistency by Multimodal Large Language Models Daniele De Sensi Mingda Zhang Salvatore Di Girolamo Bing Wu Torsten Hoefler MLLM 30 3 0 28 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 28 19 0 20 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
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
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
ActiveGLAE: A Benchmark for Deep Active Learning with Transformers Lukas Rauch Matthias Aßenmacher Denis Huseljic Moritz Wirth Bernd Bischl Bernhard Sick 36 11 0 16 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
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
ChatGraph: Interpretable Text Classification by Converting ChatGPT Knowledge to Graphs Yucheng Shi Hehuan Ma Wenliang Zhong Qiaoyu Tan Gengchen Mai Xiang Li Tianming Liu Junzhou Huang AI4MH 18 32 0 03 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
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
A Data-Centric Solution to NonHomogeneous Dehazing via Vision Transformer Yangyi Liu Huan Liu Liangyan Li Zijun Wu Jun Chen 26 15 0 16 Apr 2023
Context-aware Domain Adaptation for Time Series Anomaly Detection Kwei-Herng Lai Lan Wang Huiyuan Chen Kaixiong Zhou Fei Wang Hao Yang Xia Hu TTA AI4TS 37 8 0 15 Apr 2023
Data-centric Artificial Intelligence: A Survey Daochen Zha Zaid Pervaiz Bhat Kwei-Herng Lai Fan Yang Zhimeng Jiang Shaochen Zhong Xia Hu 18 192 0 17 Mar 2023
Towards Personalized Preprocessing Pipeline Search Diego Martinez Daochen Zha Qiaoyu Tan Xia Hu AI4TS 29 2 0 28 Feb 2023
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 241 1,919 0 31 Dec 2020
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 323 4,212 0 23 Aug 2019