ICSE 2024
Fri 12 - Sun 21 April 2024 Lisbon, Portugal
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Sat 20 Apr

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09:00 - 10:30
Session 1: Welcome & Opening + Keynote 1 + Full PapersLLM4Code at Luis de Freitas Branco
Chair(s): Lin Tan Purdue University
09:00
10m
Day opening
Welcome & Opening
LLM4Code
Prem Devanbu University of California at Davis, Yiling Lou Fudan University, Lin Tan Purdue University, Lingming Zhang University of Illinois at Urbana-Champaign
09:10
50m
Keynote
Code Llama: Open Foundation Models for Code
LLM4Code
10:00
10m
Talk
Industrial Experience Report on AI-Assisted Coding in Professional Software Development
LLM4Code
Rudolf Ramler Software Competence Center Hagenberg (SCCH), Lukas Fischer Software Competence Center Hagenberg GmbH, Michael Moser Software Competence Center Hagenberg GmbH, Markus Nissl Building Digital Solutions 421 GmbH, Rene Heinzl Building Digital Solutions 421 GmbH
10:10
10m
Talk
Gauging Tech Community Acceptance of Rapid Prototyping in Unfamiliar Programming Languages using LLM Chatbots
LLM4Code
Krerkkiat Chusap Ohio University, Chang Liu
10:20
10m
Talk
LLM4TDD: Best Practices for Test Driven Development Using Large Language Models
LLM4Code
Sanyogita Piya The University of Texas at Arlington, Allison Sullivan University of Texas at Arlington
11:00 - 12:30
Session 2: Full PapersLLM4Code at Luis de Freitas Branco
Chair(s): Yiling Lou Fudan University
11:00
10m
Talk
LLM-based and Retrieval-Augmented Control Code Generation
LLM4Code
Heiko Koziolek ABB Corporate Research, Sten Grüner ABB Corporate Research, Rhaban Hark ABB Research, Virendra Ashiwal ABB Research, Sofia Linsbauer ABB Research, Nafise Eskandani ABB Corporate Research Center
Pre-print
11:10
10m
Talk
Learn to Code Sustainably: An Empirical Study on Green Code Generation
LLM4Code
Tina Vartziotis TWT Science and Innovation, National Technical University of Athens, Ippolyti Dellatolas Massachusetts Institute of Technology, George Dasoulas Harvard University, Maximilian Schmidt TWT Science and Innovation, Florian Schneider TWT Science and Innovation, Tim Hoffmann Mercedes-Benz, Sotirios Kotsopoulos National Technical University of Athens, Massachusetts Institute of Technology, Michael Keckeisen TWT Science and Innovation
11:20
10m
Talk
Can It Edit? Evaluating the Ability of Large Language Models to Follow Code Editing Instructions
LLM4Code
Federico Cassano Northeastern University, Tao Li Northeastern University, Akul Sethi Northeastern University, Noah Shinn Northeastern University, Abby Brennan-Jones Wellesley College, Anton Lozhkov Hugging Face, Carolyn Jane Anderson Wellesley College, Arjun Guha Northeastern University; Roblox
Pre-print
11:30
10m
Talk
HierarchyNet: Learning to Summarize Source Code with Heterogeneous Representations
LLM4Code
Thai Minh Nguyen Monash University, Nghi D. Q. Bui Fulbright University, Viet Nam
11:40
10m
Talk
LLM-based Control Code Generation using Image Recognition
LLM4Code
Heiko Koziolek ABB Corporate Research, Anne Koziolek Karlsruhe Institute of Technology
Pre-print
11:50
10m
Talk
Translation of Low-Resource COBOL to Logically Correct and Readable Java leveraging High-Resource Java Refinement
LLM4Code
Shubham Gandhi TCS Research, Manasi Patwardhan TCS Research, Jyotsana Khatri TCS Research, Lovekesh Vig TCS Research, New Delhi, India, Raveendra Kumar Medicherla TCS Research, Tata Consultancy Services
Pre-print
12:00
10m
Talk
Unit Test Generation using Generative AI : A Comparative Performance Analysis of Autogeneration Tools
LLM4Code
Shreya Bhatia IIIT Delhi, Tarushi Gandhi IIIT Delhi, Dhruv Kumar Indraprastha Institute of Information Technology, Delhi, Pankaj Jalote IIIT Delhi
Pre-print
12:10
10m
Talk
StudentEval: A Benchmark of Student-Written Prompts for Large Language Models of CodeBest Presentation Award
LLM4Code
Hannah McLean Babe Oberlin College, Sydney Nguyen Wellesley College, Yangtian Zi Northeastern University, Arjun Guha Northeastern University; Roblox, Molly Feldman Oberlin College, Carolyn Jane Anderson Wellesley College
Pre-print
12:20
10m
Talk
PromptSet: A Programmer’s Prompting Dataset
LLM4Code
Kaiser Pister Univeristy of Wisconsin-Madison, Dhruba Jyoti Paul Univeristy of Wisconsin-Madison, Ishan Joshi Univeristy of Wisconsin-Madison, Patrick Brophy Univeristy of Wisconsin-Madison
Pre-print
14:00 - 15:30
Session 3: Keynote 2 + Position PapersLLM4Code at Luis de Freitas Branco
Chair(s): Lingming Zhang University of Illinois at Urbana-Champaign
14:00
50m
Keynote
Open development of Large Language Models for code with BigCode and StarCoder2
LLM4Code
Loubna Ben Allal Hugging Face
14:50
8m
Talk
Benchmarking the Security Aspect of Large Language Model-Based Code Generation
LLM4Code
Cheng Cheng Concordia University, Jinqiu Yang Concordia University
Pre-print
14:58
8m
Talk
Enhancing LLM-Based Coding Tools through Native Integration of IDE-Derived Static Context
LLM4Code
Yichen LI The Chinese University of Hong Kong, Yun Peng The Chinese University of Hong Kong, Yintong Huo The Chinese University of Hong Kong, Michael Lyu The Chinese University of Hong Kong
Pre-print
15:06
8m
Talk
Evaluating Fault Localization and Program Repair Capabilities of Existing Closed-Source General-Purpose LLMs
LLM4Code
Shengbei Jiang Beijing Jiaotong University, Jiabao Zhang Beijing Jiaotong University, Wei Chen Beijing Jiaotong University, Bo Wang Beijing Jiaotong University, Jianyi Zhou Huawei Cloud Computing Technologies Co., Ltd., Jie M. Zhang King's College London
Pre-print
15:14
8m
Talk
MoonBit: Explore the Design of an AI-Friendly Programming Language
LLM4Code
Haoxiang Fei International Digital Economy Academy, Yu Zhang International Digital Economy Academy, Hongbo Zhang International Digital Economy Academy, Yanlin Wang Sun Yat-sen University, Qing Liu International Digital Economy Academy
Pre-print
15:22
8m
Talk
Toward a New Era of Rapid Development: Assessing GPT-4-Vision's Capabilities in UML-Based Code Generation
LLM4Code
Gabor Antal University of Szeged, Richárd Vozár Department of Software Engineering, University of Szeged, Hungary, Rudolf Ferenc University of Szeged
16:00 - 17:30
Session 4: Full Papers + Award & ClosingLLM4Code at Luis de Freitas Branco
Chair(s): Prem Devanbu University of California at Davis
16:00
10m
Talk
Investigating the Proficiency of Large Language Models in Formative Feedback Generation for Student Programmers
LLM4Code
Smitha S Kumar Heriot-Watt University -UAE, Michael Lones Heriot Watt University- UK, Manuel Maarek Heriot-Watt University, Hind Zantout Heriot-Watt University -UAE
Pre-print
16:10
10m
Talk
Tackling Students' Coding Assignments with LLMs
LLM4Code
Adam Dingle Charles University, Martin Kruliš Charles University
Pre-print
16:20
10m
Talk
Applying Large Language Models to Enhance the Assessment of Parallel Functional Programming AssignmentsBest Presentation Award
LLM4Code
Skyler Grandel Vanderbilt University, Douglas C. Schmidt Vanderbilt University, Kevin Leach Vanderbilt University
Pre-print
16:30
10m
Talk
An Empirical Study on Usage and Perceptions of LLMs in a Software Engineering Project
LLM4Code
Sanka Rasnayaka National University of Singapore, Wang Guanlin National University of Singapore, Ridwan Salihin Shariffdeen National University of Singapore, Ganesh Neelakanta Iyer National University of Singapore
Pre-print
16:40
10m
Talk
LLMs for Relational Reasoning: How Far are We?
LLM4Code
Zhiming Li Nanyang Technological University, Singapore, Yushi Cao Nanyang Technological University, Xiufeng Xu Nanyang Technological University, Junzhe Jiang Hong Kong Polytechnic University, Xu Liu North Carolina State University, Yon Shin Teo Continental Automotive Singapore Pte. Ltd., Shang-Wei Lin Nanyang Technological University, Yang Liu Nanyang Technological University
Pre-print
16:50
10m
Talk
HawkEyes: Spotting and Evading Instruction Disalignments of LLMs
LLM4Code
Dezhi Ran Peking University, Zihe Song University of Texas at Dallas, Wenhan Zhang Peking University, Wei Yang University of Texas at Dallas, Tao Xie Peking University
17:00
10m
Talk
Semantically Aligned Question and Code Generation for Automated Insight GenerationBest Paper Award
LLM4Code
Ananya Singha Microsoft, Bhavya Chopra Microsoft, Anirudh Khatry Microsoft, Sumit Gulwani Microsoft, Austin Henley University of Tennessee, Vu Le Microsoft, Chris Parnin Microsoft, Mukul Singh Microsoft, Gust Verbruggen Microsoft
Pre-print
17:10
20m
Day closing
Award & Closing
LLM4Code