- Optimizing LLM Inference Throughput via Memory-aware and SLA-constrained Dynamic Batching
2025/03/07 by Pang, Bowen, Li, Kai, Wang, Feifan · 4 citations
#Distributed #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC)
- Dilu: Enabling GPU Resourcing-on-Demand for Serverless DL Serving via Introspective Elasticity
2025/03/07 by Lv, Cunchi, Shi, Xiao, Lei, Zhengyu +4 · 4 citations
#Distributed #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC)
- Speculative MoE: Communication Efficient Parallel MoE Inference with Speculative Token and Expert Pre-scheduling
2025/03/06 by Li, Yan, Zheng, Pengfei, Chen, Shuang +4 · 2 citations
#Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- Malware Detection at the Edge with Lightweight LLMs: A Performance Evaluation
2025/03/06 by Christian Rondanini, Rondanini, Christian, Barbara Carminati +7 · 1 citation
Computer Science · #Advanced Malware Detection Techniques #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #Network Security and Intrusion Detection #Parallel #Spam and Phishing Detection #and Cluster Computing (cs.DC)
- Quantum-Inspired Privacy-Preserving Federated Learning Framework for Secure Dementia Classification
2025/03/05 by Tanbhir, Gazi, Shahriyar, Md. Farhan · 4 citations
#Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC)
- Benchmarking Dynamic SLO Compliance in Distributed Computing Continuum Systems
2025/03/05 by Lapkovskis, Alfreds, Sedlak, Boris, Magnússon, Sindri +2 · 4 citations
#Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI) #Parallel #Performance (cs.PF) #and Cluster Computing (cs.DC)
- ESSPI: ECDSA/Schnorr Signed Program Input for BitVMX
2025/03/04 by Sergio Demian Lerner, Lerner, Sergio Demian, Martin Jonas +3 · 1 voice
Computer Science · #Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC) #cs.CR #cs.DC
- VQ-LLM: High-performance Code Generation for Vector Quantization Augmented LLM Inference
2025/03/04 by Liu, Zihan, Luo, Xinhao, Guo, Junxian +11 · 7 citations
#Distributed #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC)
- Bridging Paradigms: Designing for HPC-Quantum Convergence
2025/03/03 by Shehata, Amir, Groszkowski, Peter, Naughton, Thomas +5 · 14 citations
#Distributed #FOS: Computer and information sciences #FOS: Physical sciences #Parallel #Quantum Physics (quant-ph) #and Cluster Computing (cs.DC)
- Efficient Long Context Fine-tuning with Chunk Flow
2025/03/04 by Yuan, Xiulong, Xu, Hongtao, Shen, Wenting +10 · 2 citations
#Distributed #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC)
- AugFL: Augmenting Federated Learning with Pretrained Models
2025/03/04 by Yue, Sheng, Qin, Zerui, Deng, Yongheng +3 · 4 citations
#Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- A Sheaf-Theoretic Characterization of Tasks in Distributed Systems
2025/03/04 by Stephan Felber, Bernardo Hummes Flores, Felber, Stephan +2 · 1 citation
Computer Science · #C.2.4 #Category Theory (math.CT) #Data Visualization and Analytics #Distributed #F.1.0 #FOS: Computer and information sciences #FOS: Mathematics #Parallel #and Cluster Computing (cs.DC)
- GRAIN: Exact Graph Reconstruction from Gradients
2025/03/03 by Drencheva, Maria, Petrov, Ivo, Baader, Maximilian +2 · 3 citations
#Distributed #FOS: Computer and information sciences #I.2.11 #K.4.1 #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- A Survey on Heterogeneous Computing Using SmartNICs and Emerging Data Processing Units
2025/03/03 by Tibbetts, Nathan, Ibtisum, Sifat, Puri, Satish · 1 citation
#C.2.1 #C.2.4 #Distributed #FOS: Computer and information sciences #Networking and Internet Architecture (cs.NI) #Parallel #and Cluster Computing (cs.DC)
- PipeOffload: Improving Scalability of Pipeline Parallelism with Memory Optimization
2025/03/03 by Xinyi Wan, Penghui Qi, Wan, Xinyi +7 · 3 citations
Computer Science · #Algorithms and Data Compression #Artificial Intelligence (cs.AI) #Distributed #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Parallel Computing and Optimization Techniques #and Cluster Computing (cs.DC)
- NM-SpMM: Accelerating Matrix Multiplication Using N:M Sparsity with GPGPU
2025/03/03 by Cong Ma, Du Wu, Ma, Cong +24 · 3 citations
Computer Science · #C.1.4 #D.1.3 #Distributed #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #G.1.0 #Parallel #Parallel Computing and Optimization Techniques #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- Echo: Efficient Co-Scheduling of Hybrid Online-Offline Tasks for Large Language Model Serving
2025/03/01 by Zhibin Wang, Shipeng Li, Wang, Zhibin +16 · 3 citations
Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Big Data and Digital Economy #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Parallel #and Cluster Computing (cs.DC)
- ByteScale: Efficient Scaling of LLM Training with a 2048K Context Length on More Than 12,000 GPUs
2025/02/28 by Ge, Hao, Feng, Junda, Huang, Qi +6 · 5 citations
#Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- Elastic Restaking Networks
2025/02/28 by Bar-Zur, Roi, Eyal, Ittay · 3 citations
#Computer Science and Game Theory (cs.GT) #Distributed #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC)
- TeleRAG: Efficient Retrieval-Augmented Generation Inference with Lookahead Retrieval
2025/02/28 by Lin, Chien-Yu, Kamahori, Keisuke, Liu, Yiyu +11 · 4 citations
#Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- LADs: Leveraging LLMs for AI-Driven DevOps
2025/02/28 by Khan, Ahmad Faraz, Khan, Azal Ahmad, Mohamed, Anas +7 · 5 citations
#Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Software Engineering (cs.SE) #and Cluster Computing (cs.DC)
- SPD: Sync-Point Drop for Efficient Tensor Parallelism of Large Language Models
2025/02/28 by Kim, Han-Byul, Hoang, Duc, Kundu, Arnav +2 · 4 citations
#Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- SkyStore: Cost-Optimized Object Storage Across Regions and Clouds
2025/02/28 by Liu, Shu, Mo, Xiangxi, Hershcovitch, Moshik +11 · 2 citations
#Distributed #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC)
- Deep RC: A Scalable Data Engineering and Deep Learning Pipeline
2025/02/28 by Sarker, Arup Kumar, Alsaadi, Aymen, Halpern, Alexander James +7 · 2 citations
#D.2.2 #D.2.7 #Distributed #FOS: Computer and information sciences #H.2.4 #Parallel #and Cluster Computing (cs.DC)
- Building a Theory of Distributed Systems: Work by Nancy Lynch and Collaborators
2025/02/27 by Nancy Lynch, Lynch, Nancy · 2 voices
Computer Science · #Distributed #Distributed systems and fault tolerance #FOS: Computer and information sciences #Formal Methods in Verification #Optimization and Search Problems #Parallel #and Cluster Computing (cs.DC) #cs.DC
- Methodology for GPU Frequency Switching Latency Measurement
2025/02/27 by Daniel Velicka, Velicka, Daniel, Ondřej Vysocký +3 · 2 citations
Computer Science · #Big Data and Digital Economy #Distributed #Embedded Systems Design Techniques #FOS: Computer and information sciences #Parallel #Parallel Computing and Optimization Techniques #and Cluster Computing (cs.DC)
- SkipPipe: Partial and Reordered Pipelining Framework for Training LLMs in Heterogeneous Networks
2025/02/27 by Nikolay Blagoev, Lydia Y. Chen, Blagoev, Nikolay +3 · 3 citations
Computer Science · #Advanced Neural Network Applications #Big Data and Digital Economy #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Topic Modeling #and Cluster Computing (cs.DC)
- Systems and Algorithms for Convolutional Multi-Hybrid Language Models at Scale
2025/02/25 by Jerome Ku, Eric Nguyen, Ku, Jerome +29 · 1 voice · 8 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC) #cs.AI #cs.CL #cs.DC #cs.LG
- Efficient Federated Search for Retrieval-Augmented Generation
2025/02/26 by Guerraoui, Rachid, Kermarrec, Anne-Marie, Petrescu, Diana +3 · 1 citation
#Distributed #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- Kitsune: Enabling Dataflow Execution on GPUs
2025/02/25 by Michael Davies, Michael A. Davies, Davies, Michael +6 · 2 voices
Computer Science · #Cloud Computing and Resource Management #Distributed #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Parallel #Parallel Computing and Optimization Techniques #and Cluster Computing (cs.DC) #cs.AR #cs.DC
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