AdaServe: Accelerating Multi-SLO LLM Serving with SLO-Customized Speculative Decoding

Authors: Zikun Li, Zhuofu Chen, Remi Delacourt, Gabriele Oliaro, Zeyu Wang, Qinghan Chen, Shuhuai Lin, April Yang, Zhihao Zhang, Zhuoming Chen, Yi-Hsiang Lai, Xinhao Cheng, Xupeng Miao, Zhihao Jia

Source: Proceedings of the 21st European Conference on Computer Systems. :36-54

Subject Terms: FOS: Computer and information sciences, Computer Science - Machine Learning, Computer Science - Computation and Language, Artificial Intelligence (cs.AI), Computer Science - Distributed, Parallel, and Cluster Computing, Computer Science - Artificial Intelligence, Distributed, Parallel, and Cluster Computing (cs.DC), Computation and Language (cs.CL), Machine Learning (cs.LG)

Access URL: http://arxiv.org/abs/2501.12162

ConflictSync: Bandwidth Efficient Synchronization of Divergent State

Authors: Carlos Baquero, Pedro Gomes, Miguel Boaventura Rodrigues

Source: Proceedings of the 13th International Workshop on Principles and Practice of Consistency for Distributed Data. :32-39

Subject Terms: FOS: Computer and information sciences, Computer Science - Distributed, Parallel, and Cluster Computing, H.0, D.4, Computer Science - Data Structures and Algorithms, E.4, Data Structures and Algorithms (cs.DS), Distributed, Parallel, and Cluster Computing (cs.DC)

Access URL: http://arxiv.org/abs/2505.01144

GPU-accelerated Multi-relational Parallel Graph Retrieval for Web-scale Recommendations

Authors: Zhuoning Guo, Guangxing Chen, Qian Gao, Xiaochao Liao, Jianjia Zheng, Lu Shen, Hao Liu

Source: Proceedings of the ACM Web Conference 2026. :7769-7778

Subject Terms: FOS: Computer and information sciences, Computer Science - Machine Learning, Computer Science - Distributed, Parallel, and Cluster Computing, Distributed, Parallel, and Cluster Computing (cs.DC), Information Retrieval (cs.IR), Computer Science - Information Retrieval, Machine Learning (cs.LG)

Access URL: http://arxiv.org/abs/2502.11490

Self-Organizing Edge Computing Distribution Framework for Visual SLAM

Authors: Jussi Kalliola, Lauri Suomela, Sergio Moreschini, David Hästbacka

Source: IEEE Robotics and Automation Letters. 11:6328-6335

Subject Terms: FOS: Computer and information sciences, Computer Science - Robotics, Computer Science - Distributed, Parallel, and Cluster Computing, Computer Vision and Pattern Recognition (cs.CV), Computer Science - Computer Vision and Pattern Recognition, Distributed, Parallel, and Cluster Computing (cs.DC), Robotics (cs.RO)

Access URL: http://arxiv.org/abs/2501.08629

Efficient Information Updates in Compute-First Networking via Reinforcement Learning With Joint AoI and VoI

Authors: Jianpeng Qi, Chao Liu 0008, Chengxiang Xu, Rui Wang 0013, Junyu Dong, Yanwei Yu

Source: IEEE Internet of Things Journal. 13:19699-19711

Subject Terms: Computer Science - Networking and Internet Architecture, Networking and Internet Architecture (cs.NI), FOS: Computer and information sciences, Computer Science - Distributed, Parallel, and Cluster Computing, FOS: Electrical engineering, electronic engineering, information engineering, Distributed, Parallel, and Cluster Computing (cs.DC), Systems and Control (eess.SY), Electrical Engineering and Systems Science - Systems and Control

Access URL: http://arxiv.org/abs/2505.06025

Pro-Prophet: A Systematic Load Balancing Method for Efficient Parallel Training of Large-Scale MoE Models

Authors: Wei Wang, Zhiquan Lai, Dongsheng Li 0001, Shengwei Li, Weijie Liu, Keshi Ge, Ao Shen, Huayou Su

Source: IEEE Transactions on Parallel and Distributed Systems. 37:1121-1135

Subject Terms: FOS: Computer and information sciences, Computer Science - Distributed, Parallel, and Cluster Computing, Distributed, Parallel, and Cluster Computing (cs.DC)

Access URL: http://arxiv.org/abs/2411.10003

Cloud Uptime Archive: Open-Access Availability Data of Web, Cloud, and Gaming Services: Open-Access Availability Data of Web, Cloud, and Gaming Services

Authors: Sacheendra Talluri, Dante Niewenhuis, Xiaoyu Chu, Jakob Kyselica, Mehmet Çetin, Alexander Balgavy, Alexandru Iosup

Source: IEEE Transactions on Parallel and Distributed Systems. 37:1136-1152

Subject Terms: FOS: Computer and information sciences, Computer Science - Distributed, Parallel, and Cluster Computing, C.2.4, checkpointing, cloud, Availability, Distributed, Parallel, and Cluster Computing (cs.DC), online games, simulation, C.4.6, web, failure

Access URL: http://arxiv.org/abs/2504.09476
https://research.vu.nl/en/publications/356a91e5-7c3b-4ffe-b2f9-ef643711a120
https://doi.org/10.1109/TPDS.2026.3673519
https://hdl.handle.net/1871.1/356a91e5-7c3b-4ffe-b2f9-ef643711a120

Smoothed Gradient Clipping and Error Feedback for Decentralized Optimization under Symmetric Heavy-Tailed Noise

Authors: Shuhua Yu, Dušan Jakovetic, Soummya Kar

Source: SIAM Journal on Optimization. 36:703-728

Subject Terms: FOS: Computer and information sciences, Computer Science - Distributed, Parallel, and Cluster Computing, Optimization and Control (math.OC), FOS: Mathematics, Distributed, Parallel, and Cluster Computing (cs.DC), Mathematics - Optimization and Control

Access URL: http://arxiv.org/abs/2310.16920

A Decentralized and Self-Adaptive Approach for Monitoring Volatile Edge Environments

Authors: Shashikant Ilager, Jakob Fahringer, Alessandro Tundo, Ivona Brandic

Source: ACM Transactions on Autonomous and Adaptive Systems. 21:1-30

Subject Terms: Computer Science - Networking and Internet Architecture, Networking and Internet Architecture (cs.NI), FOS: Computer and information sciences, Computer Science - Distributed, Parallel, and Cluster Computing, FOS: Electrical engineering, electronic engineering, information engineering, Distributed, Parallel, and Cluster Computing (cs.DC), Systems and Control (eess.SY), Electrical Engineering and Systems Science - Systems and Control, Information Retrieval (cs.IR), Computer Science - Information Retrieval

Access URL: http://arxiv.org/abs/2405.07806

Two-Timescale Model Caching and Resource Allocation for Edge-Enabled AI-Generated Content Services

Authors: Zhang Liu 0001, Hongyang Du 0001, Xiangwang Hou, Lianfen Huang, Seyyedali Hosseinalipour, Dusit Niyato, Khaled Ben Letaief

Source: IEEE Transactions on Mobile Computing. 25:4822-4838

Subject Terms: FOS: Computer and information sciences, Computer Science - Machine Learning, Artificial Intelligence (cs.AI), Computer Science - Distributed, Parallel, and Cluster Computing, Computer Science - Artificial Intelligence, Distributed, Parallel, and Cluster Computing (cs.DC), Machine Learning (cs.LG)

Access URL: http://arxiv.org/abs/2411.01458

Dynamic Hashtag Recommendation in Social Media With Trend Shift Detection and Adaptation

Authors: Cantini, Riccardo, Marozzo, Fabrizio, Orsino, Alessio, Talia, Domenico, Trunfio, Paolo

Source: IEEE Transactions on Computational Social Systems. 13:1989-2001

Subject Terms: Social and Information Networks (cs.SI), FOS: Computer and information sciences, Hashtag recommendation, social big data analysis, Computer Science - Computation and Language, Computer Science - Neural and Evolutionary Computing, Computer Science - Social and Information Networks, NLP, Computer Science - Distributed, Parallel, and Cluster Computing, model adaptation, Distributed, Parallel, and Cluster Computing (cs.DC), Neural and Evolutionary Computing (cs.NE), real-time analytics, Computation and Language (cs.CL)

Access URL: http://arxiv.org/abs/2504.00044
https://hdl.handle.net/20.500.11770/399600
https://doi.org/10.1109/tcss.2025.3621724

A Survey on Inference Optimization Techniques for Mixture of Experts Models

Authors: Jiacheng Liu, Peng Tang, Wenfeng Wang, Yuhang Ren, Xiaofeng Hou, Pheng Ann Heng, Minyi Guo, Chao Li

Source: ACM Computing Surveys. 58:1-37

Subject Terms: FOS: Computer and information sciences, Computer Science - Machine Learning, Artificial Intelligence (cs.AI), Computer Science - Distributed, Parallel, and Cluster Computing, Computer Science - Artificial Intelligence, Distributed, Parallel, and Cluster Computing (cs.DC), Machine Learning (cs.LG)

Access URL: http://arxiv.org/abs/2412.14219

Load Balancing Using Sparse Communication

Authors: Gal Mendelson, Kuang Xu

Source: Operations Research. 74:1026-1046

Subject Terms: FOS: Computer and information sciences, Computer Science - Distributed, Parallel, and Cluster Computing, FOS: Electrical engineering, electronic engineering, information engineering, Distributed, Parallel, and Cluster Computing (cs.DC), Systems and Control (eess.SY), 0101 mathematics, Electrical Engineering and Systems Science - Systems and Control, 01 natural sciences

Access URL: http://arxiv.org/abs/2206.02410

A Bayesian Framework for Clustered Federated Learning

Authors: Peng Wu 0019, Tales Imbiriba, Pau Closas

Source: IEEE Transactions on Pattern Analysis and Machine Intelligence. 48:3471-3481

Subject Terms: FOS: Computer and information sciences, Computer Science - Machine Learning, Computer Science - Distributed, Parallel, and Cluster Computing, Statistics - Machine Learning, Machine Learning (stat.ML), Distributed, Parallel, and Cluster Computing (cs.DC), Machine Learning (cs.LG)

Access URL: https://pubmed.ncbi.nlm.nih.gov/41296948
http://arxiv.org/abs/2410.15473

Online Client Scheduling and Resource Allocation for Efficient Federated Edge Learning

Authors: Yu Zhang 0310, Zhidong Gao, Zhenxiao Zhang, Tongnian Wang, Yanmin Gong 0001, Yuanxiong Guo

Source: IEEE Transactions on Vehicular Technology. 75:5061-5070

Subject Terms: FOS: Computer and information sciences, Computer Science - Machine Learning, Artificial Intelligence (cs.AI), Computer Science - Distributed, Parallel, and Cluster Computing, Computer Science - Artificial Intelligence, Distributed, Parallel, and Cluster Computing (cs.DC), Machine Learning (cs.LG)

Access URL: http://arxiv.org/abs/2410.10833

A Multi-Layered Distributed Computing Framework for Enhanced Edge Computing

Authors: Ke Ma, Junfei Xie

Source: IEEE Transactions on Vehicular Technology. 75:5046-5060

Subject Terms: Computer Science - Networking and Internet Architecture, Networking and Internet Architecture (cs.NI), FOS: Computer and information sciences, Computer Science - Distributed, Parallel, and Cluster Computing, Distributed, Parallel, and Cluster Computing (cs.DC)

Access URL: http://arxiv.org/abs/2407.00565

Consensus Capacity of Noisy Broadcast Channels

Authors: Neha Sangwan, Varun Narayanan, Vinod M. Prabhakaran

Source: IEEE Transactions on Information Theory. 72:1874-1899

Subject Terms: FOS: Computer and information sciences, Computer Science - Cryptography and Security, Computer Science - Distributed, Parallel, and Cluster Computing, Computer Science - Information Theory, Information Theory (cs.IT), 0202 electrical engineering, electronic engineering, information engineering, 02 engineering and technology, Distributed, Parallel, and Cluster Computing (cs.DC), 0101 mathematics, 01 natural sciences, Cryptography and Security (cs.CR)

Access URL: http://arxiv.org/abs/2205.06073

Mercury: Practical Cross-Chain Exchange via Trusted Hardware

Authors: Xiaoqing Wen, Quanbi Feng, Jianyu Niu, Yinqian Zhang, Chen Feng 0001

Source: IEEE Transactions on Dependable and Secure Computing. 23:2949-2961

Subject Terms: FOS: Computer and information sciences, Computer Science - Cryptography and Security, Computer Science - Distributed, Parallel, and Cluster Computing, Distributed, Parallel, and Cluster Computing (cs.DC), Cryptography and Security (cs.CR)

Access URL: http://arxiv.org/abs/2409.14640

Container Data Item: An Abstract Datatype for Efficient Container-based Edge Computing

Authors: Md Rezwanur Rahman, Tarun Annapareddy, Shirin Ebadi, Varsha Natarajan, Adarsh Srinivasan, Eric Keller, Shivakant Mishra

Source: 2026 International Conference on Computing, Networking and Communications (ICNC). :292-296

Subject Terms: FOS: Computer and information sciences, Computer Science - Distributed, Parallel, and Cluster Computing, Distributed, Parallel, and Cluster Computing (cs.DC)

Access URL: http://arxiv.org/abs/2409.00801

DP-HLS: A High-Level Synthesis Framework for Accelerating Dynamic Programming Algorithms in Bioinformatics

Authors: Yingqi Cao, Anshu Gupta, Jason Liang, Yatish Turakhia

Source: 2026 IEEE International Symposium on High Performance Computer Architecture (HPCA). :1-17

Subject Terms: FOS: Computer and information sciences, Computer Science - Distributed, Parallel, and Cluster Computing, Hardware Architecture (cs.AR), Distributed, Parallel, and Cluster Computing (cs.DC), Computer Science - Hardware Architecture

Access URL: http://arxiv.org/abs/2411.03398