conftrace_

data representation

12 papers

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Co-occurring keywords

subset selection (90) representation learning (6206) topological optimization (4) differentiable mapper (1) feature representation (505) class imbalance (555) low-rank approximation (323) affinity learning (22) majority voting (55) cost-sensitive learning (55)

Papers

Disentangling the Roles of Representation and Selection in Data Pruning ACL 2025
Data Caricatures: On the Representation of African American Language in Pretraining Corpora ACL 2025
Differentiable Mapper for Topological Optimization of Data Representation ICML 2024
The Tunnel Effect: Building Data Representations in Deep Neural Networks NIPS 2023
Syntactic and Semantic Uniformity for Semantic Parsing and Task-Oriented Dialogue Systems EMNLP 2022
Datamodels: Understanding Predictions with Data and Data with Predictions ICML 2022
PRISM: A Rich Class of Parameterized Submodular Information Measures for Guided Data Subset Selection AAAI 2022
A Data-Centric Framework for Composable NLP Workflows EMNLP 2020
Er ... well, it matters, right? On the role of data representations in spoken language dependency parsing EMNLP 2018
A Novel Data Representation for Effective Learning in Class Imbalanced Scenarios IJCAI 2018
Affinity Learning for Mixed Data Clustering IJCAI 2017
Zeta Hull Pursuits: Learning Nonconvex Data Hulls NIPS 2014