Enhancing Split Computing and Early Exit Applications through Predefined Sparsity
Fuente:
arXiv
Saved in:
| Main Authors: | Capogrosso, Luigi, Fraccaroli, Enrico, Petrozziello, Giulio, Setti, Francesco, Chakraborty, Samarjit, Fummi, Franco, Cristani, Marco |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
MTL-Split: Multi-Task Learning for Edge Devices using Split Computing
by: Capogrosso, Luigi, et al.
Published: (2024)
by: Capogrosso, Luigi, et al.
Published: (2024)
I-SplitEE: Image classification in Split Computing DNNs with Early Exits
by: Bajpai, Divya Jyoti, et al.
Published: (2024)
by: Bajpai, Divya Jyoti, et al.
Published: (2024)
Sparsity-Preserving Encodings for Straggler-Optimal Distributed Matrix Computations at the Edge
by: Das, Anindya Bijoy, et al.
Published: (2024)
by: Das, Anindya Bijoy, et al.
Published: (2024)
Dynamic Rebatching for Efficient Early-Exit Inference with DREX
by: Liu, Xuting, et al.
Published: (2025)
by: Liu, Xuting, et al.
Published: (2025)
Autonomous Systems Dependability in the era of AI: Design Challenges in Safety, Security, Reliability and Certification
by: Ranjbar, Behnaz, et al.
Published: (2026)
by: Ranjbar, Behnaz, et al.
Published: (2026)
Resource-efficient Parallel Split Learning in Heterogeneous Edge Computing
by: Zhang, Mingjin, et al.
Published: (2024)
by: Zhang, Mingjin, et al.
Published: (2024)
Collaborative Satellite Computing through Adaptive DNN Task Splitting and Offloading
by: Peng, Shifeng, et al.
Published: (2024)
by: Peng, Shifeng, et al.
Published: (2024)
Communication-Computation Pipeline Parallel Split Learning over Wireless Edge Networks
by: Liu, Chenyu, et al.
Published: (2025)
by: Liu, Chenyu, et al.
Published: (2025)
Communication-and-Computation Efficient Split Federated Learning: Gradient Aggregation and Resource Management
by: Liang, Yipeng, et al.
Published: (2025)
by: Liang, Yipeng, et al.
Published: (2025)
Enabling Dynamic Sparsity in Quantized LLM Inference
by: Wang, Rongxiang, et al.
Published: (2025)
by: Wang, Rongxiang, et al.
Published: (2025)
Apparate: Rethinking Early Exits to Tame Latency-Throughput Tensions in ML Serving
by: Dai, Yinwei, et al.
Published: (2023)
by: Dai, Yinwei, et al.
Published: (2023)
High-Efficiency Split Computing for Cooperative Edge Systems: A Novel Compressed Sensing Bottleneck
by: Zhong, Hailin, et al.
Published: (2025)
by: Zhong, Hailin, et al.
Published: (2025)
Sparsity-Aware Roofline Models for Sparse Matrix-Matrix Multiplication
by: Qian, Matthew, et al.
Published: (2026)
by: Qian, Matthew, et al.
Published: (2026)
Picasso: Memory-Efficient Graph Coloring Using Palettes With Applications in Quantum Computing
by: Ferdous, S M, et al.
Published: (2024)
by: Ferdous, S M, et al.
Published: (2024)
Serverless Computing: Architecture, Concepts, and Applications
by: Ghorbian, Mohsen, et al.
Published: (2025)
by: Ghorbian, Mohsen, et al.
Published: (2025)
Accurate Performance Predictors for Edge Computing Applications
by: Giannakopoulos, Panagiotis, et al.
Published: (2025)
by: Giannakopoulos, Panagiotis, et al.
Published: (2025)
SplitLLM: Hierarchical Split Learning for Large Language Model over Wireless Network
by: Zhang, Songge, et al.
Published: (2025)
by: Zhang, Songge, et al.
Published: (2025)
Environmentally-Conscious Cloud Orchestration Considering Geo-Distributed Data Centers
by: Attenni, Giulio, et al.
Published: (2025)
by: Attenni, Giulio, et al.
Published: (2025)
Enhanced OpenMP Algorithm to Compute All-Pairs Shortest Path on x86 Architectures
by: Calderón, Sergio, et al.
Published: (2024)
by: Calderón, Sergio, et al.
Published: (2024)
Scheduling of Distributed Applications on the Computing Continuum: A Survey
by: Mehran, Narges, et al.
Published: (2024)
by: Mehran, Narges, et al.
Published: (2024)
S-HPLB: Efficient LLM Attention Serving via Sparsity-Aware Head Parallelism Load Balance
by: Liu, Di, et al.
Published: (2026)
by: Liu, Di, et al.
Published: (2026)
Fast and Cost-effective Speculative Edge-Cloud Decoding with Early Exits
by: Venkatesha, Yeshwanth, et al.
Published: (2025)
by: Venkatesha, Yeshwanth, et al.
Published: (2025)
The Task Completion Problem and its Application to Crash-Resilient Computation
by: Fischer, Orr, et al.
Published: (2026)
by: Fischer, Orr, et al.
Published: (2026)
Hybrid Cloud Architectures for Research Computing: Applications and Use Cases
by: Stiensmeier, Xaver, et al.
Published: (2026)
by: Stiensmeier, Xaver, et al.
Published: (2026)
MSAO: Adaptive Modality Sparsity-Aware Offloading with Edge-Cloud Collaboration for Efficient Multimodal LLM Inference
by: Yang, Zheming, et al.
Published: (2026)
by: Yang, Zheming, et al.
Published: (2026)
Looking for (Genomic) Needles in a Haystack: Sparsity-Driven Search for Identifying Correlated Genetic Mutations in Cancer
by: Prabhu, Ritvik, et al.
Published: (2026)
by: Prabhu, Ritvik, et al.
Published: (2026)
Formal Modeling and Verification of the Algorand Consensus Protocol in CADP
by: Esposito, Andrea, et al.
Published: (2025)
by: Esposito, Andrea, et al.
Published: (2025)
Mass Exit Attacks on the Lightning Network
by: Sguanci, Cosimo, et al.
Published: (2022)
by: Sguanci, Cosimo, et al.
Published: (2022)
Benchmarking Different Application Types across Heterogeneous Cloud Compute Services
by: Duggi, Nivedhitha, et al.
Published: (2025)
by: Duggi, Nivedhitha, et al.
Published: (2025)
On the Operational Resilience of CBDC: Threats and Prospects of Formal Validation for Offline Payments
by: Bernardo, Marco, et al.
Published: (2025)
by: Bernardo, Marco, et al.
Published: (2025)
A User-centric Kubernetes-based Architecture for Green Cloud Computing
by: Zanotto, Matteo, et al.
Published: (2025)
by: Zanotto, Matteo, et al.
Published: (2025)
A General Input-Dependent Colorless Computability Theorem and Applications to Core-Dependent Adversaries
by: Coutouly, Yannis, et al.
Published: (2025)
by: Coutouly, Yannis, et al.
Published: (2025)
Placement of Microservices-based IoT Applications in Fog Computing: A Taxonomy and Future Directions
by: Pallewatta, Samodha, et al.
Published: (2022)
by: Pallewatta, Samodha, et al.
Published: (2022)
Split Fine-Tuning for Large Language Models in Wireless Networks
by: Zhang, Songge, et al.
Published: (2025)
by: Zhang, Songge, et al.
Published: (2025)
Toward Heterogeneous, Distributed, and Energy-Efficient Computing with SYCL
by: Cosenza, Biagio, et al.
Published: (2025)
by: Cosenza, Biagio, et al.
Published: (2025)
HGraphScale: Hierarchical Graph Learning for Autoscaling Microservice Applications in Container-based Cloud Computing
by: Fang, Zhengxin, et al.
Published: (2025)
by: Fang, Zhengxin, et al.
Published: (2025)
Decentralized Proactive Model Offloading and Resource Allocation for Split and Federated Learning
by: Huang, Binbin, et al.
Published: (2024)
by: Huang, Binbin, et al.
Published: (2024)
Spatio-Temporal Shifting to Reduce Carbon, Water, and Land-Use Footprints of Cloud Workloads
by: Attenni, Giulio, et al.
Published: (2025)
by: Attenni, Giulio, et al.
Published: (2025)
Parallel Approximations for High-Dimensional Multivariate Normal Probability Computation in Confidence Region Detection Applications
by: Zhang, Xiran, et al.
Published: (2024)
by: Zhang, Xiran, et al.
Published: (2024)
Light Virtualization: a proof-of-concept for hardware-based virtualization
by: Ciraolo, Francesco, et al.
Published: (2025)
by: Ciraolo, Francesco, et al.
Published: (2025)
Similar Items
-
MTL-Split: Multi-Task Learning for Edge Devices using Split Computing
by: Capogrosso, Luigi, et al.
Published: (2024) -
I-SplitEE: Image classification in Split Computing DNNs with Early Exits
by: Bajpai, Divya Jyoti, et al.
Published: (2024) -
Sparsity-Preserving Encodings for Straggler-Optimal Distributed Matrix Computations at the Edge
by: Das, Anindya Bijoy, et al.
Published: (2024) -
Dynamic Rebatching for Efficient Early-Exit Inference with DREX
by: Liu, Xuting, et al.
Published: (2025) -
Autonomous Systems Dependability in the era of AI: Design Challenges in Safety, Security, Reliability and Certification
by: Ranjbar, Behnaz, et al.
Published: (2026)