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We introduce latency-aware network acceleration (LANA) - an approach that builds on neural architecture search techniques and teacher-student distillation to accelerate neural networks. LANA consists of two phases: in the first phase, it…

计算机视觉与模式识别 · 计算机科学 2021-11-19 Pavlo Molchanov , Jimmy Hall , Hongxu Yin , Jan Kautz , Nicolo Fusi , Arash Vahdat

We propose a simple yet robust stochastic answer network (SAN) that simulates multi-step reasoning in machine reading comprehension. Compared to previous work such as ReasoNet which used reinforcement learning to determine the number of…

计算与语言 · 计算机科学 2018-05-16 Xiaodong Liu , Yelong Shen , Kevin Duh , Jianfeng Gao

Academic integrity continues to face the persistent challenge of examination cheating. Traditional invigilation relies on human observation, which is inefficient, costly, and prone to errors at scale. Although some existing AI-powered…

计算机视觉与模式识别 · 计算机科学 2026-04-20 Van-Truong Le , Le-Khanh Nguyen , Trong-Doanh Nguyen

Computerized adaptive testing (CAT) refers to a form of tests that are personalized to every student/test taker. CAT methods adaptively select the next most informative question/item for each student given their responses to previous…

机器学习 · 计算机科学 2021-08-18 Aritra Ghosh , Andrew Lan

Static analysis tools are frequently used to scan the source code and detect deviations from the project coding guidelines. Given their importance, linters are often introduced to classrooms to educate students on how to detect and…

软件工程 · 计算机科学 2023-07-20 Eman Abdullah AlOmar , Salma Abdullah AlOmar , Mohamed Wiem Mkaouer

Efficient machine learning deployment requires models that account for hardware constraints. Because binary logic gates are the fundamental primitives of digital hardware, models built directly from logic operations offer a promising path…

机器学习 · 计算机科学 2026-04-28 Katarzyna Fojcik , Renaldas Zioma , Jogundas Armaitis

Deep neural networks (DNNs) typically employ an end-to-end (E2E) training paradigm which presents several challenges, including high GPU memory consumption, inefficiency, and difficulties in model parallelization during training. Recent…

计算机视觉与模式识别 · 计算机科学 2024-12-23 Yuming Zhang , Shouxin Zhang , Peizhe Wang , Feiyu Zhu , Dongzhi Guan , Junhao Su , Jiabin Liu , Changpeng Cai

Reading is foundational for educational, employment, and economic outcomes, but a persistent proportion of students globally struggle to develop adequate reading skills. Some countries promote digital tools to support reading development,…

应用统计 · 统计学 2026-03-19 Yawen Ma , Anastasia Ushakova , Kate Cain , Gabriel Wallin

Local Area Networks(LAN) at present become an important instrument for organizing of process and information communication in an organization. They provides important purposes such as association of large amount of data, hardware and…

密码学与安全 · 计算机科学 2013-01-09 Marzieh Sameni Toosarvandani , Nasser Modiri , Mahdi Afzali

The capabilities of a single large language model (LLM) agent for solving a complex task are limited. Connecting multiple LLM agents to a network can effectively improve overall performance. However, building an LLM agent network (LAN)…

人机交互 · 计算机科学 2024-04-25 Lihang Pan , Yuxuan Li , Chun Yu , Yuanchun Shi

This paper aims to provide an innovative machine learning-based solution to automate security testing tasks for web applications, ensuring the correct functioning of all components while reducing project maintenance costs. Reinforcement…

In recommender systems such as news feed stream, it is essential to optimize the long-term utilities in the continuous user-system interaction processes. Previous works have proved the capability of reinforcement learning in this problem.…

信息检索 · 计算机科学 2020-06-19 Fan Wang , Xiaomin Fang , Lihang Liu , Hao Tian , Zhiming Peng

Machine Learning-as-a-Service systems (MLaaS) have been largely developed for cybersecurity-critical applications, such as detecting network intrusions and fake news campaigns. Despite effectiveness, their robustness against adversarial…

密码学与安全 · 计算机科学 2022-12-29 Helene Orsini , Hongyan Bao , Yujun Zhou , Xiangrui Xu , Yufei Han , Longyang Yi , Wei Wang , Xin Gao , Xiangliang Zhang

Deep neural networks are a promising solution for applications that solve problems based on learning data sets. DNN accelerators solve the processing bottleneck as a domain-specific processor. Like other hardware solutions, there must be…

硬件体系结构 · 计算机科学 2022-11-08 Midia Reshadi , David Gregg

When applying LLMs to real-world enterprise operations, LLMs need to handle proprietary knowledge in small domains of specific operations ($\textbf{micro domains}$). A previous study shows micro domain-adaptive pre-training…

计算与语言 · 计算机科学 2026-02-05 Masaya Tsunokake , Yuta Koreeda , Terufumi Morishita , Koichi Nagatsuka , Hikaru Tomonari , Yasuhiro Sogawa

MOS (Mean Opinion Score) is a subjective method used for the evaluation of a system's quality. Telecommunications (for voice and video), and speech synthesis systems (for generated speech) are a few of the many applications of the method.…

音频与语音处理 · 电气工程与系统科学 2022-04-26 Bálint Gyires-Tóth , Csaba Zainkó

LoRaWAN is a Low Power Wide Area Network technology featuring long transmission ranges and a simple MAC layer, which can support sensor data collection, control applications and reliable services thanks to the flexibility offered by a large…

网络与互联网体系结构 · 计算机科学 2021-08-10 Davide Magrin , Martina Capuzzo , Andrea Zanella , Michele Zorzi

In recent years, enterprises have been targeted by advanced adversaries who leverage creative ways to infiltrate their systems and move laterally to gain access to critical data. One increasingly common evasive method is to hide the…

In psychological and educational computer-based multidimensional tests, latent speed, a rate of the amount of labor performed on the items with respect to time, may also be multidimensional. To capture the multidimensionality of latent…

统计方法学 · 统计学 2018-07-17 Peida Zhan , Hong Jiao , Wen-Chung Wang , Kaiwen Man

While deep learning (DL) has permeated, and become an integral component of many critical software systems, today software engineering research hasn't explored how to separately test data and models that are integral for DL approaches to…

软件工程 · 计算机科学 2025-02-12 Ruchira Manke , Mohammad Wardat , Foutse Khomh , Hridesh Rajan
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