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Ft2ra: A Fine-Tuning-Inspired Approach To Retrieval-Augmented Code Completion, Qi Guo, Shangqing Liu, Xiaofei Xie, Ze Tang Tang Sep 2024

Ft2ra: A Fine-Tuning-Inspired Approach To Retrieval-Augmented Code Completion, Qi Guo, Shangqing Liu, Xiaofei Xie, Ze Tang Tang

Research Collection School Of Computing and Information Systems

The rise of code pre-trained models has significantly enhanced various coding tasks, such as code completion, and tools like GitHub Copilot. However, the substantial size of these models, especially large models, poses a significant challenge when it comes to fine-tuning them for specific downstream tasks. As an alternative approach, retrieval-based methods have emerged as a promising solution, augmenting model predictions without the need for fine-tuning. Despite their potential, a significant challenge is that the designs of these methods often rely on heuristics, leaving critical questions about what information should be stored or retrieved and how to interpolate such information for …


Bugs In Pods: Understanding Bugs In Container Runtime Systems, Jiongchi Yu, Xiaofei Xie, Ceng Zhang, Sen Chen Sep 2024

Bugs In Pods: Understanding Bugs In Container Runtime Systems, Jiongchi Yu, Xiaofei Xie, Ceng Zhang, Sen Chen

Research Collection School Of Computing and Information Systems

Container Runtime Systems (CRSs), which form the foundational infrastructure of container clouds, are critically important due to their impact on the quality of container cloud implementations. However, a comprehensive understanding of the quality issues present in CRS implementations remains lacking. To bridge this gap, we conduct the first comprehensive empirical study of CRS bugs. Specifically, we gather 429 bugs from 8,271 commits across dominant CRS projects, including runc, gvisor, containerd, and cri-o. Through manual analysis, we develop taxonomies of CRS bug symptoms and root causes, comprising 16 and 13 categories, respectively. Furthermore, we evaluate the capability of popular testing approaches, …


Efficient Cascaded Multiscale Adaptive Network For Image Restoration, Yichen Zhou, Pan Zhou, Teck Khim Ng Sep 2024

Efficient Cascaded Multiscale Adaptive Network For Image Restoration, Yichen Zhou, Pan Zhou, Teck Khim Ng

Research Collection School Of Computing and Information Systems

Image restoration, encompassing tasks such as deblurring, denoising, and super-resolution, remains a pivotal area in computer vision. However, efficiently addressing the spatially varying artifacts of various low-quality images with local adaptiveness and handling their degradations at different scales poses significant challenges. To efficiently tackle these issues, we propose the novel Efficient Cascaded Multiscale Adaptive (ECMA) Network. ECMA employs Local Adaptive Module, LAM, which dynamically adjusts convolution kernels across local image regions to efficiently handle varying artifacts. Thus, LAM addresses the local adaptiveness challenge more efficiently than costlier mechanisms like self-attention, due to its less computationally intensive convolutions. To construct a …


How Effective Are They? Exploring Large Language Model Based Fuzz Driver Generation, Cen Zhang, Yaowen Zheng, Mingqiang Bai, Yeting Li, Wei Ma, Xiaofei Xie Sep 2024

How Effective Are They? Exploring Large Language Model Based Fuzz Driver Generation, Cen Zhang, Yaowen Zheng, Mingqiang Bai, Yeting Li, Wei Ma, Xiaofei Xie

Research Collection School Of Computing and Information Systems

Fuzz drivers are essential for library API fuzzing. However, automatically generating fuzz drivers is a complex task, as it demands the creation of high-quality, correct, and robust API usage code. An LLM-based (Large Language Model) approach for generating fuzz drivers is a promising area of research. Unlike traditional program analysis-based generators, this text-based approach is more generalized and capable of harnessing a variety of API usage information, resulting in code that is friendly for human readers. However, there is still a lack of understanding regarding the fundamental issues on this direction, such as its e ectiveness and potential challenges. To …


A Two-Stage Matheuristic For The Home Healthcare Routing And Scheduling Problem With Perishable Products, Aldy Gunawan, Nabila Yuraisyah Salsabila, Vincent F. Yu, Pham Kien Minh Nguyen Sep 2024

A Two-Stage Matheuristic For The Home Healthcare Routing And Scheduling Problem With Perishable Products, Aldy Gunawan, Nabila Yuraisyah Salsabila, Vincent F. Yu, Pham Kien Minh Nguyen

Research Collection School Of Computing and Information Systems

This study proposes a home healthcare routing and scheduling problem, where perishable products such as medicines, vaccines, or meals must be provided for some patients’ treatments. This problem is formulated as a mixed integer linear programming (MILP). A two-stage matheuristic is then developed as the solution approach. The first stage is a local search to solve the nurse routing problem, and the second stage is run as the relaxed MILP to solve the scheduling problem. The matheuristic is tested on newly generated instances and compared with the results of CPLEX. The proposed matheuristic is able to obtain CPLEX solutions within …


September 2024 News Releases, University Of Montana--Missoula. Office Of University Relations Sep 2024

September 2024 News Releases, University Of Montana--Missoula. Office Of University Relations

University of Montana News Releases, 1928, 1956-present

No abstract provided.


Isokinetic Strength And Jumping Abilities Of Teenage Soccer Players Playing In Different Field Positions, Michal Gorski, Adrian Wilk, Anna Pastuszak, Michal Starczewski, Bartlomiej Michalak, Michael Lane, Krzysztof Busko Sep 2024

Isokinetic Strength And Jumping Abilities Of Teenage Soccer Players Playing In Different Field Positions, Michal Gorski, Adrian Wilk, Anna Pastuszak, Michal Starczewski, Bartlomiej Michalak, Michael Lane, Krzysztof Busko

EKU Faculty and Staff Scholarship

Soccer is a sport being performed in a very dynamic manner. It requires soccer players to be able to develop high muscle force in a very short period of time. The aim of the study was to evaluate the strength and jumping abilities of young soccer players playing in different positions on the field. The study included 49 adolescent soccer players: 6 goalkeepers, 15 defenders, 17 midfielders and 11 strikers. We measured peak torques (PT), total work (TW), and average power (AP) developed by the knee flexors and extensors under isokinetic conditions at angular velocities of 60°⋅s-1, 180°⋅s-1 and 300°⋅s-1 …


Simple And Epididymal-Sparing Orchiectomy For Surgical Castration In Stage Iv Prostate Cancer, Harrison Travis, Michael Dubic, Joseph Bardot, Blane Edwards, Jessie R. Gills, Scott E. Delacroix, Stephen Lacour, Matthew Mutter, Donald Bell, Mary E. Westerman Sep 2024

Simple And Epididymal-Sparing Orchiectomy For Surgical Castration In Stage Iv Prostate Cancer, Harrison Travis, Michael Dubic, Joseph Bardot, Blane Edwards, Jessie R. Gills, Scott E. Delacroix, Stephen Lacour, Matthew Mutter, Donald Bell, Mary E. Westerman

School of Medicine Faculty Publications

Background: Androgen deprivation therapy, the mainstay of treatment for patients with advanced prostate cancer, can be either medical or surgical. Surgery has cost benefits compared to medical treatment. In this study, we evaluated the use of simple and epididymal-sparing orchiectomy in 2 different practice settings for the treatment of metastatic prostate cancer. Methods: We reviewed patients who underwent surgical castration for metastatic prostate cancer between 2011 and 2022. The primary outcome was achieving castration-level total testosterone of /dL. We also compared the characteristics of patients who were seen at a public academic teaching hospital vs those who were seen at …


A Pilot Program To Improve Tb Care With Primary And Specialty Care Coordination In Tb Public Health Clinic, Priyanka Jadhav, Gabrielle Boudoin, R Miles, Shandrica Seymour, J Parham, Amy Wolfe, Juzar Ali Sep 2024

A Pilot Program To Improve Tb Care With Primary And Specialty Care Coordination In Tb Public Health Clinic, Priyanka Jadhav, Gabrielle Boudoin, R Miles, Shandrica Seymour, J Parham, Amy Wolfe, Juzar Ali

School of Medicine Faculty Publications

BACKGROUND: The Wetmore Tuberculosis (TB) Clinic in New Orleans serves patients who often lack primary care (PC) or specialty care (SC), which is complicated by comorbidities. An initiative to provide on-site PC and coordinate care aims to enhance TB patient management. METHODS: Data collection involved categorizing patients based on their PC status: Group I (regular PC), Group II (intermittent PC), and Group III (no PC), with on-site Nurse Practitioner-based Bridge Care (NPBC) provided as needed. RESULTS: Over 12 months, 209 out of 354 patients required NPBC and PC/SC coordination, with a 20% shift from Group III to Group I, reducing …


Biom 594.01: Molecular And Biomedical Sciences Professional Seminar, Brent J. Ryckman Sep 2024

Biom 594.01: Molecular And Biomedical Sciences Professional Seminar, Brent J. Ryckman

University of Montana Course Syllabi, 2021-2025

No abstract provided.


Chmy 401.01: Advanced Inorganic Chemistry, Dong Wang Sep 2024

Chmy 401.01: Advanced Inorganic Chemistry, Dong Wang

University of Montana Course Syllabi, 2021-2025

No abstract provided.


Crwr 515.01: Traditional Prosody, Donald L. Hill Sep 2024

Crwr 515.01: Traditional Prosody, Donald L. Hill

University of Montana Course Syllabi, 2021-2025

No abstract provided.


Phsx 311.01: Oscillations And Waves, Chantenelle M. Nava Sep 2024

Phsx 311.01: Oscillations And Waves, Chantenelle M. Nava

University of Montana Course Syllabi, 2021-2025

No abstract provided.


Psyx 280.01: Fundamentals Of Memory And Cognition, Yoonhee Jang Sep 2024

Psyx 280.01: Fundamentals Of Memory And Cognition, Yoonhee Jang

University of Montana Course Syllabi, 2021-2025

No abstract provided.


Grmn 101.03: Elementary German I, Marton M. Marko Sep 2024

Grmn 101.03: Elementary German I, Marton M. Marko

University of Montana Course Syllabi, 2021-2025

No abstract provided.


Spns 201.80: Intermediate Spanish I - Homors, Micaela O. Downey Sep 2024

Spns 201.80: Intermediate Spanish I - Homors, Micaela O. Downey

University of Montana Course Syllabi, 2021-2025

No abstract provided.


Edu 497.02: Methods: K-8 Social Studies, Matthew V. Schertz Sep 2024

Edu 497.02: Methods: K-8 Social Studies, Matthew V. Schertz

University of Montana Course Syllabi, 2021-2025

No abstract provided.


Arth 334h.01: Architectural History Ii, Michael T. Monsos Sep 2024

Arth 334h.01: Architectural History Ii, Michael T. Monsos

University of Montana Course Syllabi, 2021-2025

No abstract provided.


Hee 302.01: Methods Of Instructional Strategies In Elementary Physical Education, Thomas S. Hersee Sep 2024

Hee 302.01: Methods Of Instructional Strategies In Elementary Physical Education, Thomas S. Hersee

University of Montana Course Syllabi, 2021-2025

No abstract provided.


Jrnl 350.01: Intermediate Video Photography, Jeremy J. Lurgio Sep 2024

Jrnl 350.01: Intermediate Video Photography, Jeremy J. Lurgio

University of Montana Course Syllabi, 2021-2025

No abstract provided.


Psyx 430.01: Counseling Theories In Context, Daniel J. Salois Sep 2024

Psyx 430.01: Counseling Theories In Context, Daniel J. Salois

University of Montana Course Syllabi, 2021-2025

No abstract provided.


Fors 538.01: Ecological Statistics, Solomon Z. Dobrowski Sep 2024

Fors 538.01: Ecological Statistics, Solomon Z. Dobrowski

University of Montana Course Syllabi, 2021-2025

No abstract provided.


Gphy 400.01: Geography Capstone, Sarah J. Halvorson Sep 2024

Gphy 400.01: Geography Capstone, Sarah J. Halvorson

University of Montana Course Syllabi, 2021-2025

No abstract provided.


Nrsm 212n.00: Ecology, Physics And Taxonomy Of Soils, Justin D. Gay Sep 2024

Nrsm 212n.00: Ecology, Physics And Taxonomy Of Soils, Justin D. Gay

University of Montana Course Syllabi, 2021-2025

No abstract provided.


Nrsm 326.01: Climate And Society, Kira L. Minehart Sep 2024

Nrsm 326.01: Climate And Society, Kira L. Minehart

University of Montana Course Syllabi, 2021-2025

No abstract provided.


Maximizing Productivity Through Digital Panopticism: Combatting Invasive Employee Surveillance Systems In The Workplace, Amber Wooten Sep 2024

Maximizing Productivity Through Digital Panopticism: Combatting Invasive Employee Surveillance Systems In The Workplace, Amber Wooten

West Virginia Law Review

The United States has experienced rapid advancements in surveillance technology and data collection in the past three decades. Conversely, since the COVID-19 pandemic, remote work opportunities have increased, with many remote workers being subjected to surveillance within their homes. Given the lack of significant statutory measures to safeguard remote employees against incessant surveillance, employers can monitor employees, collect data, and enforce unattainable productivity quotas with little repercussions. Despite these harms, the influx of remote jobs presents significant benefits, especially for states like West Virginia, which faces immense population decline and lacks consistent physical job opportunities. Remote work promotes flexibility and …


Wild 346.02: Wildlife Physiological Ecology, Creagh W. Breuner Sep 2024

Wild 346.02: Wildlife Physiological Ecology, Creagh W. Breuner

University of Montana Course Syllabi, 2021-2025

No abstract provided.


Wild 563.01: Advanced Topics In Habitat Ecology, Mark Hebblewhite Sep 2024

Wild 563.01: Advanced Topics In Habitat Ecology, Mark Hebblewhite

University of Montana Course Syllabi, 2021-2025

No abstract provided.


Musi 102a.12: Performance Study - Piano, Christopher C. Hahn Sep 2024

Musi 102a.12: Performance Study - Piano, Christopher C. Hahn

University of Montana Course Syllabi, 2021-2025

No abstract provided.


Musi 162a.06: Chamber Ensembles I - Flute Choir, Joanna M. Berg Sep 2024

Musi 162a.06: Chamber Ensembles I - Flute Choir, Joanna M. Berg

University of Montana Course Syllabi, 2021-2025

No abstract provided.