Position: Stop Preaching and Start Practising Data Frugality for Responsible Development of AI
Fuente:
arXiv
Saved in:
| Main Authors: | Wilson, Sophia N., Millard, Andrew, Guðmundsdóttir, Guðrún Fjóla, Selvan, Raghavendra, Mair, Sebastian |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Efficiency is Not Enough: A Critical Perspective of Environmentally Sustainable AI
by: Wright, Dustin, et al.
Published: (2023)
by: Wright, Dustin, et al.
Published: (2023)
How Hyper-Datafication Impacts the Sustainability Costs in Frontier AI
by: Wilson, Sophia N., et al.
Published: (2026)
by: Wilson, Sophia N., et al.
Published: (2026)
When Can Memorization Improve Fairness?
by: Pepin, Bob, et al.
Published: (2024)
by: Pepin, Bob, et al.
Published: (2024)
Activation Compression of Graph Neural Networks using Block-wise Quantization with Improved Variance Minimization
by: Eliassen, Sebastian, et al.
Published: (2023)
by: Eliassen, Sebastian, et al.
Published: (2023)
Characterizing Learning in Deep Neural Networks using Tractable Algorithmic Complexity Analysis
by: Bakhtiarifard, Pedram, et al.
Published: (2026)
by: Bakhtiarifard, Pedram, et al.
Published: (2026)
A Frugal Model for Accurate Early Student Failure Prediction
by: Gagaoua, Ikram, et al.
Published: (2025)
by: Gagaoua, Ikram, et al.
Published: (2025)
Is Adversarial Training with Compressed Datasets Effective?
by: Chen, Tong, et al.
Published: (2024)
by: Chen, Tong, et al.
Published: (2024)
A Discrepancy-Based Perspective on Dataset Condensation
by: Chen, Tong, et al.
Published: (2025)
by: Chen, Tong, et al.
Published: (2025)
UniPhyNet: A Unified Network For Multimodal Physiological Raw Signal Classification
by: Qiu, Renxiang, et al.
Published: (2025)
by: Qiu, Renxiang, et al.
Published: (2025)
Position: AI Evaluations Should be Grounded on a Theory of Capability
by: Jo, Nathanael, et al.
Published: (2025)
by: Jo, Nathanael, et al.
Published: (2025)
FairQuant: Fairness-Aware Mixed-Precision Quantization for Medical Image Classification
by: Woergaard, Thomas, et al.
Published: (2026)
by: Woergaard, Thomas, et al.
Published: (2026)
BMRS: Bayesian Model Reduction for Structured Pruning
by: Wright, Dustin, et al.
Published: (2024)
by: Wright, Dustin, et al.
Published: (2024)
Oscillations Make Neural Networks Robust to Quantization
by: Wenshøj, Jonathan, et al.
Published: (2025)
by: Wenshøj, Jonathan, et al.
Published: (2025)
EC-NAS: Energy Consumption Aware Tabular Benchmarks for Neural Architecture Search
by: Bakhtiarifard, Pedram, et al.
Published: (2022)
by: Bakhtiarifard, Pedram, et al.
Published: (2022)
Towards Responsible Development of Generative AI for Education: An Evaluation-Driven Approach
by: Jurenka, Irina, et al.
Published: (2024)
by: Jurenka, Irina, et al.
Published: (2024)
CoDeQ: End-to-End Joint Model Compression with Dead-Zone Quantizer for High-Sparsity and Low-Precision Networks
by: Wenshøj, Jonathan, et al.
Published: (2025)
by: Wenshøj, Jonathan, et al.
Published: (2025)
Operating critical machine learning models in resource constrained regimes
by: Selvan, Raghavendra, et al.
Published: (2023)
by: Selvan, Raghavendra, et al.
Published: (2023)
AI Data Development: A Scorecard for the System Card Framework
by: Bahiru, Tadesse K., et al.
Published: (2025)
by: Bahiru, Tadesse K., et al.
Published: (2025)
AI Supply Chains: An Emerging Ecosystem of AI Actors, Products, and Services
by: Hopkins, Aspen, et al.
Published: (2025)
by: Hopkins, Aspen, et al.
Published: (2025)
Towards Socially and Environmentally Responsible AI
by: Li, Pengfei, et al.
Published: (2024)
by: Li, Pengfei, et al.
Published: (2024)
The Synthetic Mirror -- Synthetic Data at the Age of Agentic AI
by: Momha, Marcelle
Published: (2025)
by: Momha, Marcelle
Published: (2025)
Approaches to Responsible Governance of GenAI in Organizations
by: Gandhi, Dhari, et al.
Published: (2025)
by: Gandhi, Dhari, et al.
Published: (2025)
Towards Responsible AI in Banking: Addressing Bias for Fair Decision-Making
by: Castelnovo, Alessandro
Published: (2024)
by: Castelnovo, Alessandro
Published: (2024)
Towards Equitable Agile Research and Development of AI and Robotics
by: Hundt, Andrew, et al.
Published: (2024)
by: Hundt, Andrew, et al.
Published: (2024)
Diffusion-Inspired Cold Start with Sufficient Prior in Computerized Adaptive Testing
by: Ma, Haiping, et al.
Published: (2024)
by: Ma, Haiping, et al.
Published: (2024)
Using predictive multiplicity to measure individual performance within the AI Act
by: Frohnapfel, Karolin, et al.
Published: (2026)
by: Frohnapfel, Karolin, et al.
Published: (2026)
Generative AI Training and Copyright Law
by: Stober, Sebastian, et al.
Published: (2025)
by: Stober, Sebastian, et al.
Published: (2025)
Rigor in AI: Doing Rigorous AI Work Requires a Broader, Responsible AI-Informed Conception of Rigor
by: Olteanu, Alexandra, et al.
Published: (2025)
by: Olteanu, Alexandra, et al.
Published: (2025)
Data Debiasing with Datamodels (D3M): Improving Subgroup Robustness via Data Selection
by: Jain, Saachi, et al.
Published: (2024)
by: Jain, Saachi, et al.
Published: (2024)
TrustFed: Enabling Trustworthy Medical AI under Data Privacy Constraints
by: Kumar, Vagish, et al.
Published: (2026)
by: Kumar, Vagish, et al.
Published: (2026)
Archetypal Analysis++: Rethinking the Initialization Strategy
by: Mair, Sebastian, et al.
Published: (2023)
by: Mair, Sebastian, et al.
Published: (2023)
VirnyFlow: A Design Space for Responsible Model Development
by: Herasymuk, Denys, et al.
Published: (2025)
by: Herasymuk, Denys, et al.
Published: (2025)
Developing Guidelines for Functionally-Grounded Evaluation of Explainable Artificial Intelligence using Tabular Data
by: Velmurugan, Mythreyi, et al.
Published: (2024)
by: Velmurugan, Mythreyi, et al.
Published: (2024)
AI and Generative AI Transforming Disaster Management: A Survey of Damage Assessment and Response Techniques
by: Raj, Aman, et al.
Published: (2025)
by: Raj, Aman, et al.
Published: (2025)
Case Studies of AI Policy Development in Africa
by: Diallo, Kadijatou, et al.
Published: (2024)
by: Diallo, Kadijatou, et al.
Published: (2024)
Frugal Algorithm Selection
by: Kuş, Erdem, et al.
Published: (2024)
by: Kuş, Erdem, et al.
Published: (2024)
Semantic Risk Scoring of Aggregated Metrics: An AI-Driven Approach for Healthcare Data Governance
by: Ahmed, Mohammed Omer Shakeel
Published: (2026)
by: Ahmed, Mohammed Omer Shakeel
Published: (2026)
Algorithmic Simplification of Neural Networks with Mosaic-of-Motifs
by: Bakhtiarifard, Pedram, et al.
Published: (2026)
by: Bakhtiarifard, Pedram, et al.
Published: (2026)
Underrepresentation, Label Bias, and Proxies: Towards Data Bias Profiles for the EU AI Act and Beyond
by: Ceccon, Marina, et al.
Published: (2025)
by: Ceccon, Marina, et al.
Published: (2025)
Position: Measure Dataset Diversity, Don't Just Claim It
by: Zhao, Dora, et al.
Published: (2024)
by: Zhao, Dora, et al.
Published: (2024)
Similar Items
-
Efficiency is Not Enough: A Critical Perspective of Environmentally Sustainable AI
by: Wright, Dustin, et al.
Published: (2023) -
How Hyper-Datafication Impacts the Sustainability Costs in Frontier AI
by: Wilson, Sophia N., et al.
Published: (2026) -
When Can Memorization Improve Fairness?
by: Pepin, Bob, et al.
Published: (2024) -
Activation Compression of Graph Neural Networks using Block-wise Quantization with Improved Variance Minimization
by: Eliassen, Sebastian, et al.
Published: (2023) -
Characterizing Learning in Deep Neural Networks using Tractable Algorithmic Complexity Analysis
by: Bakhtiarifard, Pedram, et al.
Published: (2026)