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This paper introduces Lyquor, a decentralized platform that reimagines blockchain infrastructure through a service-centric model where nodes selectively host smart contracts (called Lyquids) while preserving global composability. We present…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-30 Hao Hao , Dahlia Malkhi , Maofan Yin , Lizan Zhou

With the ever-increasing computational demand of DNN training workloads, distributed training has been widely adopted. A combination of data, model and pipeline parallelism strategy, called hybrid parallelism distributed training, is…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-06-16 Guandong Lu , Runzhe Chen , Yakai Wang , Yangjie Zhou , Rui Zhang , Zheng Hu , Yanming Miao , Zhifang Cai , Li Li , Jingwen Leng , Minyi Guo

With the rapid emergence of a spectrum of high-end mobile devices, many applications that required desktop-level computation capability formerly can now run on these devices without any problem. However, without a careful optimization,…

Machine Learning · Computer Science 2019-05-03 Wei Niu , Xiaolong Ma , Yanzhi Wang , Bin Ren

Visual language tracking (VLT) has emerged as a cutting-edge research area, harnessing linguistic data to enhance algorithms with multi-modal inputs and broadening the scope of traditional single object tracking (SOT) to encompass video…

Computer Vision and Pattern Recognition · Computer Science 2024-10-10 Xuchen Li , Shiyu Hu , Xiaokun Feng , Dailing Zhang , Meiqi Wu , Jing Zhang , Kaiqi Huang

Time-domain nonvolatile in-memory computing (TD-nvIMC) offers a promising pathway to reduce data movement and improve energy efficiency by encoding computation in delay rather than voltage or current. This work presents a fully integrated…

Emerging Technologies · Computer Science 2026-02-10 Jeries Mattar , Mor M. Dahan , Stefan Dunkel , Halid Mulaosmanovic , Gunda Beernink , Sven Beyer , Eilam Yalon , Nicolás Wainstein

In this era, significant transformations in industries and tool utilization are driven by AI/Large Language Models (LLMs) and advancements in Machine Learning. There's a growing emphasis on Machine Learning Operations(MLOps) for managing…

Software Engineering · Computer Science 2025-02-26 Rabimba Karanjai , Lei Xu , Weidong Shi

While deep neural network (DNN)-based video denoising has demonstrated significant performance, deploying state-of-the-art models on edge devices remains challenging due to stringent real-time and energy efficiency requirements.…

Computer Vision and Pattern Recognition · Computer Science 2025-05-29 Shan Gao , Zhiqiang Wu , Yawen Niu , Xiaotao Li , Qingqing Xu

The Discrete Event System Specification formalism (DEVS), which supports hierarchical and modular model composition, has been widely used to understand, analyze and develop a variety of systems. DEVS has been implemented in various…

Performance · Computer Science 2024-02-09 José L. Risco-Martín , Saurabh Mittal , Juan Carlos Fabero , Marina Zapater , Román Hermida

Scilla is a higher-order polymorphic typed intermediate level language for implementing smart contracts. In this talk, we describe a Scilla compiler targeting LLVM, with a focus on mapping Scilla types, values, and its functional language…

Programming Languages · Computer Science 2020-08-14 Vaivaswatha Nagaraj , Jacob Johannsen , Anton Trunov , George Pîrlea , Amrit Kumar , Ilya Sergey

Specialized Deep Learning (DL) acceleration stacks, designed for a specific set of frameworks, model architectures, operators, and data types, offer the allure of high performance while sacrificing flexibility. Changes in algorithms,…

In this paper, we present Velocity, a decentralized market deployed on Ethereum for trading a custom type of derivative option. To enable the smart contract to work, we also implement a price fetching tool called PriceGeth. We present this…

Cryptography and Security · Computer Science 2018-02-15 Shayan Eskandari , Jeremy Clark , Vignesh Sundaresan , Moe Adham

We present DCSVM, an efficient algorithm for multi-class classification using Support Vector Machines. DCSVM is a divide and conquer algorithm which relies on data sparsity in high dimensional space and performs a smart partitioning of the…

Machine Learning · Computer Science 2018-10-24 Duleep Rathgamage Don , Ionut E. Iacob

The byte-addressable Non-Volatile Memory (NVM) is a promising technology since it simultaneously provides DRAM-like performance, disk-like capacity, and persistency. The current NVM deployment is symmetric, where NVM devices are directly…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-31 Teng Ma , Mingxing Zhang , Kang Chen , Xuehai Qian , Yongwei Wu

In the evolving landscape of Internet technologies, where decentralized systems, especially blockchain-based computation and storage like Ethereum Virtual Machine (EVM), Arweave, and IPFS, are gaining prominence, there remains a stark…

Social and Information Networks · Computer Science 2024-01-23 Mason Yeung

As blockchain technology and smart contracts become widely adopted, securing them throughout every stage of the transaction process is essential. The concern of improved security for smart contracts is to find and detect vulnerabilities…

Cryptography and Security · Computer Science 2025-03-11 S M Mostaq Hossain , Amani Altarawneh , Jesse Roberts

Programs executed on a blockchain - smart contracts - have high financial stakes; their correctness is crucial. We argue, that this correctness needs to be foundational: correctness needs to be based on the operational semantics of their…

One of the main bottlenecks of blockchains is smart contract execution. To increase throughput, modern blockchains try to execute transactions in parallel. Unfortunately, however, common blockchain use cases introduce read-write conflicts…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-13 George Mitenkov , Igor Kabiljo , Zekun Li , Alexander Spiegelman , Satyanarayana Vusirikala , Zhuolun Xiang , Aleksandar Zlateski , Nuno P. Lopes , Rati Gelashvili

Vision-language models (VLMs) have demonstrated strong applicability in edge industrial applications, yet their deployment remains severely constrained by requirements for deterministic low latency and stable execution under resource…

Computer Vision and Pattern Recognition · Computer Science 2026-05-01 Mengling Deng , Yuanpeng Chen , Sheng Yang , Wei Tao , Wenhai Zhang , Hui Song , Linyuanhao Qin , Kai Zhao , Xiaojun Ye , Shanhui Mo , Jingli Fan , Shuang Zhang , Bei Liu , Tiankun Zhao , Xiangjing An

We introduce ProVideLLM, an end-to-end framework for real-time procedural video understanding. ProVideLLM integrates a multimodal cache configured to store two types of tokens - verbalized text tokens, which provide compressed textual…

Computer Vision and Pattern Recognition · Computer Science 2025-04-22 Dibyadip Chatterjee , Edoardo Remelli , Yale Song , Bugra Tekin , Abhay Mittal , Bharat Bhatnagar , Necati Cihan Camgöz , Shreyas Hampali , Eric Sauser , Shugao Ma , Angela Yao , Fadime Sener

We propose a formal approach for specifying and implementing decentralised coordination in distributed systems, with a focus on smart contracts. Our model captures dynamic roles, data-driven transitions, and external coordination…

Programming Languages · Computer Science 2026-04-23 Elvis Konjoh Selabi , Maurizio Murgia , António Ravara , Emilio Tuosto