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Joined September 2023
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Got strong reviews at NeurIPS Datasets & Benchmarks but no accept? DMLR Special Conference Track wants your data-centric work! See the CFP at tinyurl.com/dmlrspecial
#ML #DataCentricAI #DMLR #NeurIPS #NeurIPS2025
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Got strong reviews at NeurIPS Datasets & Benchmarks but no accept? DMLR Special Conference Track wants your data-centric work! See the CFP at tinyurl.com/dmlrspecial
#ML #DataCentricAI #DMLR #NeurIPS #NeurIPS2025
Synthetic Datasets for Machine Learning on Spatio-Temporal Graphs using PDEs
by Jost Arndt, Utku Isil, Michael Detzel, Wojciech Samek, Jackie Ma
Action Editor: Yi Liu
data.mlr.press/assets/pdf/v0…
The FIX Benchmark: Extracting Features Interpretable to eXperts
by Helen Jin, et al
Action Editor: Hugo Jair Escalante
data.mlr.press/assets/pdf/v0…
Chronicling Germany: An Annotated Historical Newspaper Dataset
by Christian Schultze, Niklas Kerkfeld, Kara Kuebart, Princilia Weber, Moritz Wolter, Felix Selgert
Action Editor: Hugo Jair Escalante
data.mlr.press/assets/pdf/v0…
MONSTER: Monash Scalable Time Series Evaluation Repository
by Angus Dempster, Navid Mohammadi Foumani, Chang Wei Tan, Lynn Miller, Amish Mishra, Mahsa Salehi, Charlotte Pelletier, Daniel F. Schmidt, Geoffrey I. Webb
Action Editor: Hugo Jair Escalante
data.mlr.press/assets/pdf/v0…
FlowBench: A Large Scale Benchmark for Flow Simulation over Complex Geometries
by Ronak Tali, et al
Action Editor: Sergio Escalera
data.mlr.press/assets/pdf/v0…
Text Quality-Based Pruning for Efficient Training of Language Models
by Vasu Sharma, Karthik Padthe, Newsha Ardalani, Kushal Tirumala, Russell Howes, Hu Xu, Po-Yao Huang, Daniel Li Chen, Armen Aghajanyan, Gargi Ghosh, Luke Zettlemoyer
AE: Yang Liu
data.mlr.press/assets/pdf/v0…
Deep Learning for Accurate Diagnosis of Viral Infections through scRNA-seq Analysis: A Comprehensive Benchmark Study
by Ziwei Yang, Xuxi Chen, Biqing Zhu, Tianlong Chen, Zhangyang Wang
Action Editor: Sergio Escalera
data.mlr.press/assets/pdf/v0…
Data Acquisition: A New Frontier in Data-centric AI
by Lingjiao Chen, Bilge Acun, Newsha Ardalani, Yifan Sun, Feiyang Kang, Hanrui Lyu, Yongchan Kwon, Ruoxi Jia, Carole-Jean Wu, Matei Zaharia, James Zou
Action Editor: Remi Denton
data.mlr.press/assets/pdf/v0…
Challenge design roadmap
by Hugo Jair Escalante, Isabelle Guyon, Addison Howard, Walter Reade, Sébastien Treguer
Action Editor: Sebastian Schelter
data.mlr.press/assets/pdf/v0…
V-LoL😂: A Diagnostic Dataset for Visual Logical Learning
by Lukas Helff, Wolfgang Stammer, Hikaru Shindo, Devendra Singh Dhami, Kristian Kersting
Action Editor: Christopher De Sa
data.mlr.press/assets/pdf/v0…
SuperBench: A Super-Resolution Benchmark Dataset for Scientific Machine Learning
by Pu Ren, N. Benjamin Erichson, Junyi Guo, Shashank Subramanian, Omer San, Zarija Lukić, Michael W. Mahoney
Action Editor: Holger Caesar
data.mlr.press/assets/pdf/v0…
Towards impactful challenges: post-challenge paper, benchmarks and other dissemination actions
by Antoine Marot, David Rousseau, Zhen (Zach) Xu
Action Editor: Sebastian Schelter
data.mlr.press/assets/pdf/v0…
Constructing Confidence Intervals for "the" Generalization Error – a Comprehensive Benchmark Study
by Hannah Schulz-Kümpel, Sebastian Fischer, Roman Hornung, Anne-Laure Boulesteix, Thomas Nagler, Bernd Bischl
Action Editor: Yue Zhao
data.mlr.press/assets/pdf/v0…
ATCO2 corpus: A Large-Scale Dataset for Research on Automatic Speech Recognition and Natural Language Understanding of Air Traffic Control Communications
by Juan Zuluaga-Gomez, et al.
Action Editor: Peter Mattson
data.mlr.press/assets/pdf/v0…
Evaluating Durability: Benchmark Insights into Image and Text Watermarking
by Jielin Qiu, William Han, Xuandong Zhao, Shangbang Long, Christos Faloutsos, Lei Li
Action Editor: Hongyang Zhang
data.mlr.press/assets/pdf/v0…
OpenOOD v1.5: Enhanced Benchmark for Out-of-Distribution Detection
by Jingyang Zhang, Jingkang Yang, Pengyun Wang, Haoqi Wang, Yueqian Lin, Haoran Zhang, Yiyou Sun, Xuefeng Du, Yixuan Li, Ziwei Liu, Yiran Chen, Hai Li
Action Editor: Yang Liu
data.mlr.press/assets/pdf/v0…
'Properties of Alternative Data for Fairer Credit Risk Predictions'
by Jung Youn Lee, Joonhyuk Yang
Action Editor: Yang Liu
data.mlr.press/assets/pdf/v0…
#AlternativeData #ProxyDiscrimination #GenderGap #CreditScoring #AlgorithmicFairness
'The Matrix Reloaded: Towards Counterfactual Group Fairness in Machine Learning'
by Mariana Pinto, André V. Carreiro, Pedro Madeira, Alberto López, Hugo Gamboa
Action Editor: Yang Liu
data.mlr.press/assets/pdf/v0…
#Bias #Fairness #Counterfactual #ConfusionMatrix #DataAugmentation
