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Large language models (LLMs) have facilitated a wide range of applications with distinct service-level objectives (SLOs), from latency-sensitive online tasks like interactive chatbots to throughput-oriented offline workloads like data…

分布式、并行与集群计算 · 计算机科学 2025-10-31 Ting Sun , Penghan Wang , Fan Lai

Software bots operating in multiple virtual digital platforms must understand the platforms' affordances and behave like human users. Platform affordances or features differ from one application platform to another or through a life cycle,…

人工智能 · 计算机科学 2023-05-30 Habtom Kahsay Gidey , Peter Hillmann , Andreas Karcher , Alois Knoll

In order to boost the performance of data-intensive computing on HPC systems, in-memory computing frameworks, such as Apache Spark and Flink, use local DRAM for data storage. Optimizing the memory allocation to data storage is critical to…

性能 · 计算机科学 2016-09-30 Pengfei Xuan , Feng Luo , Rong Ge , Pradip K Srimani

Scaling long-context capabilities is crucial for Multimodal Large Language Models (MLLMs). However, real-world multimodal datasets are extremely heterogeneous. Existing training frameworks predominantly rely on static parallelism…

分布式、并行与集群计算 · 计算机科学 2026-02-26 Yifan Niu , Han Xiao , Dongyi Liu , Wei Zhou , Jia Li

Cloud computing allows scalable resource provisioning, but dynamic workload changes often lead to higher costs due to over-provisioning. Machine learning (ML) approaches, such as Long Short-Term Memory (LSTM) networks, are effective for…

分布式、并行与集群计算 · 计算机科学 2026-04-03 Heet Nagoriya , Komal Rohit

The exponential growth of data-intensive machine learning workloads has exposed significant limitations in conventional GPU-accelerated systems, especially when processing datasets exceeding GPU DRAM capacity. We propose MQMS, an augmented…

硬件体系结构 · 计算机科学 2024-12-10 Ayush Gundawar , Euijun Chung , Hyesoon Kim

Collaborative robots and machine learning-based virtual agents are increasingly entering the human workspace with the aim of increasing productivity and enhancing safety. Despite this, we show in a ubiquitous experimental domain,…

机器人学 · 计算机科学 2024-11-19 Rohan Paleja , Michael Munje , Kimberlee Chang , Reed Jensen , Matthew Gombolay

Chatbot is increasingly thriving in different domains, however, because of unexpected discourse complexity and training data sparseness, its potential distrust hatches vital apprehension. Recently, Machine-Human Chatting Handoff (MHCH),…

计算与语言 · 计算机科学 2021-09-20 Jiawei Liu , Kaisong Song , Yangyang Kang , Guoxiu He , Zhuoren Jiang , Changlong Sun , Wei Lu , Xiaozhong Liu

Runtime resource management for many-core systems is increasingly complex. The complexity can be due to diverse workload characteristics with conflicting demands, or limited shared resources such as memory bandwidth and power. Resource…

硬件体系结构 · 计算机科学 2020-08-04 Bryan Donyanavard , Amir M. Rahmani , Axel Jantsch , Onur Mutlu , Nikil Dutt

The rise of advanced technology in project management (PM) highlights a crucial need for inclusiveness. This work examines the enhancement of both inclusivity and efficiency in PM through technological integration, focusing on defining and…

软件工程 · 计算机科学 2023-11-21 Vasileios Alevizos , Ilias Georgousis , Akebu Simasiku , Sotiria Karypidou , Antonis Messinis

As Artificial Intelligence (AI) technologies continue to gain traction in the modern-day world, they ultimately pose an immediate threat to current cybersecurity systems via exploitative methods. Prompt engineering is a relatively new field…

密码学与安全 · 计算机科学 2023-12-05 Haiyan Xuan , Mohith Manohar

The paper presents a framework of microservices-based architecture dedicated to enhancing the performance of real-time travel reservation systems using the power of predictive analytics. Traditional monolithic systems are bad at scaling and…

信息论 · 计算机科学 2024-12-23 Biman Barua , M. Shamim Kaiser

This paper proposes a chatbot framework that adopts a hybrid model which consists of a knowledge graph and a text similarity model. Based on this chatbot framework, we build HHH, an online question-and-answer (QA) Healthcare Helper system…

计算与语言 · 计算机科学 2020-02-11 Qiming Bao , Lin Ni , Jiamou Liu

High-performance computing (HPC) workloads are becoming increasingly diverse, exhibiting wide variability in job characteristics, yet cluster scheduling has long relied on static, heuristic-based policies. In this work we present SchedTwin,…

分布式、并行与集群计算 · 计算机科学 2025-12-23 Yihe Zhang , Yash Kurkure , Yiheng Tao , Michael E. Papka , Zhiling Lan

Recent advancements in technology have necessitated a paradigm shift in the people use technology necessitating a new research field called Human-Machine collaboration. ChatGPT, an Artificial intelligence (AI) assistive technology, has…

人机交互 · 计算机科学 2023-10-24 Munachimso Blessing Oguine , Chidera Godsfavor Oguine , Kanyifeechukwu Jane Oguine

The integration of Large Language Models (LLMs) into chatbot-like search engines poses new challenges for governing, assessing, and scrutinizing the content output by these online entities, especially in light of the Digital Service Act…

Companies are rushing to deliver their services and solutions through the cloud. The scheduling process is very critical in reducing delays. Scheduling also has a role in accessing resources without excessive waiting time. All this in…

分布式、并行与集群计算 · 计算机科学 2022-01-28 M A El-Dosuky , Gamal H Eladl

Integration of Large Language Models (LLMs) with Learning Management Systems (LMSs) can enhance task automation and accessibility in education. However, hallucination where LLMs generate inaccurate or misleading information remains a…

计算机与社会 · 计算机科学 2025-11-14 Kovan Mzwri , Márta Turcsányi-Szabo

In recent years, large language models (LLMs) have rapidly proliferated and have been utilized in various tasks, including research in dialogue systems. We aimed to construct a system that not only leverages the flexible conversational…

计算与语言 · 计算机科学 2023-12-25 Katsumasa Yoshikawa , Takato Yamazaki , Masaya Ohagi , Tomoya Mizumoto , Keiya Sato

Digital MemComputing machines (DMMs), which employ nonlinear dynamical systems with memory (time non-locality), have proven to be a robust and scalable unconventional computing approach for solving a wide variety of combinatorial…

新兴技术 · 计算机科学 2024-07-16 Yuan-Hang Zhang , Massimiliano Di Ventra