Copertina

Empirical Analysis of Privacy-Fairness-Accuracy Trade-offs in Federated Learning: A Step Towards Responsible AI

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Wasif, Dawood, Chen, Dian, Madabushi, Sindhuja, Alluru, Nithin, Moore, Terrence J., Cho, Jin-Hee
Natura:	Preprint
Pubblicazione:	2025
Soggetti:	Machine Learning Cryptography and Security Distributed, Parallel, and Cluster Computing Emerging Technologies
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

RESFL: An Uncertainty-Aware Framework for Responsible Federated Learning by Balancing Privacy, Fairness and Utility
di: Wasif, Dawood, et al.
Pubblicazione: (2025)

Uniting the World by Dividing it: Federated Maps to Enable Spatial Applications
di: Bharadwaj, Sagar, et al.
Pubblicazione: (2025)

Split Federated Learning for Low-Altitude Wireless Networks: Joint Sensing, Communication, Computation, and Control Co-design
di: Hou, Xiangwang, et al.
Pubblicazione: (2025)

Towards Scalable Federated Container Orchestration: The CODECO Approach
di: Sofia, Rute C., et al.
Pubblicazione: (2026)

Empirical Analysis of Asynchronous Federated Learning on Heterogeneous Devices: Efficiency, Fairness, and Privacy Trade-offs
di: Mohammadi, Samaneh, et al.
Pubblicazione: (2025)

Computing Threshold Circuits with Bimolecular Void Reactions in Step Chemical Reaction Networks
di: Anderson, Rachel, et al.
Pubblicazione: (2024)

Collaborative Proof-of-Work: A Secure Dynamic Approach to Fair and Efficient Blockchain Mining
di: Haque, Rizwanul, et al.
Pubblicazione: (2024)

Blockchain Transaction Conflicts: A Historical Perspective
di: Anjana, Parwat Singh, et al.
Pubblicazione: (2025)

Stencil Computations on Tenstorrent Wormhole
di: Piarulli, Lorenzo, et al.
Pubblicazione: (2026)

Single Bridge Formation in Self-Organizing Particle Systems
di: Oh, Shunhao, et al.
Pubblicazione: (2024)

Scaling to 32 GPUs on a Novel Composable System Architecture
di: Ihnotic, John
Pubblicazione: (2024)

GrapheonRL: A Graph Neural Network and Reinforcement Learning Framework for Constraint and Data-Aware Workflow Mapping and Scheduling in Heterogeneous HPC Systems
di: Sharma, Aasish Kumar, et al.
Pubblicazione: (2025)

Fork is All You Need in Heterogeneous Systems
di: Wang, Zixuan, et al.
Pubblicazione: (2024)

Raft Distributed System for Multi-access Edge Computing Sharing Resources
di: Khaliq, Zain, et al.
Pubblicazione: (2024)

Long-Term or Temporary? Hybrid Worker Recruitment for Mobile Crowd Sensing and Computing
di: Liwang, Minghui, et al.
Pubblicazione: (2022)

A Scored Non-Deterministic Finite Automata Processor for Sequence Alignment
di: Karakchi, Ryan Karbowniczak Rasha
Pubblicazione: (2024)

3D System Design: A Case for Building Customized Modular Systems in 3D
di: Emma, Philip, et al.
Pubblicazione: (2024)

Instant Resonance: Dual Strategy Enhances the Data Consensus Success Rate of Blockchain Threshold Signature Oracles
di: Xian, Youquan, et al.
Pubblicazione: (2024)

LLMChain: Blockchain-based Reputation System for Sharing and Evaluating Large Language Models
di: Bouchiha, Mouhamed Amine, et al.
Pubblicazione: (2024)

Quantum Cloud Computing: A Review, Open Problems, and Future Directions
di: Nguyen, Hoa T., et al.
Pubblicazione: (2024)

Is RISC-V Ready for Machine Learning? Portable Gaussian Processes Using Asynchronous Tasks
di: Strack, Alexander, et al.
Pubblicazione: (2026)

DRLQ: A Deep Reinforcement Learning-based Task Placement for Quantum Cloud Computing
di: Nguyen, Hoa T., et al.
Pubblicazione: (2024)

CCCL: Node-Spanning GPU Collectives with CXL Memory Pooling
di: Xu, Dong, et al.
Pubblicazione: (2026)

Parallel FFTW on RISC-V: A Comparative Study including OpenMP, MPI, and HPX
di: Strack, Alexander, et al.
Pubblicazione: (2025)

Scaling Sample-Based Quantum Diagonalization on GPU-Accelerated Systems using OpenMP Offload
di: Walkup, Robert, et al.
Pubblicazione: (2026)

SPAARC: Spatial Proximity and Association based prefetching for Augmented Reality in edge Cache
di: Sreekumar, Nikhil, et al.
Pubblicazione: (2025)

Synergistic Integration of Blockchain and Software-Defined Networking in the Internet of Energy Systems
di: Hayyolalam, Vahideh, et al.
Pubblicazione: (2024)

Energy-Efficient Split Learning for Resource-Constrained Environments: A Smart Farming Solution
di: Soltani, Keiwan, et al.
Pubblicazione: (2025)

Resource-Aware Task Allocator Design: Insights and Recommendations for Distributed Satellite Constellations
di: Veeravalli, Bharadwaj
Pubblicazione: (2026)

Smart Space Environments: Key Challenges and Innovative Solutions
di: Kumar, Ramakant
Pubblicazione: (2024)

Developing a BLAS library for the AMD AI Engine
di: Laan, Tristan, et al.
Pubblicazione: (2024)

Quantum Cloud Computing: Trends and Challenges
di: Golec, Muhammed, et al.
Pubblicazione: (2024)

Trustworthy Second-hand Marketplace for Built Environment
di: Wilson, Stanly, et al.
Pubblicazione: (2025)

A Programming Model for Disaggregated Memory over CXL
di: Assa, Gal, et al.
Pubblicazione: (2024)

Enabling SSI-Compliant Use of EUDI Wallet Credentials through Trusted Execution Environment and Zero-Knowledge Proof
di: Sitouah, Nacereddine, et al.
Pubblicazione: (2026)

A reliability- and latency-driven task allocation framework for workflow applications in the edge-hub-cloud continuum
di: Kouloumpris, Andreas, et al.
Pubblicazione: (2026)

Investigations of multi-socket high core count RISC-V for HPC workloads
di: Brown, Nick, et al.
Pubblicazione: (2025)

Distributed Systems in Fintech
di: Mashruwala, Anurag
Pubblicazione: (2024)

Night-Window Batching versus Carbon-Aware Scheduling for Clinical AI GPU Workloads
di: Doshi, Nishi, et al.
Pubblicazione: (2026)

Paving the Way to Hybrid Quantum-Classical Scientific Workflows
di: Cranganore, Sandeep Suresh, et al.
Pubblicazione: (2024)