APSEC 2025
Tue 2 - Fri 5 December 2025 Macao, China

The Early Research Achievements (ERA) Track is a key component of the 32nd Asia-Pacific Software Engineering Conference (APSEC 2025). This track provides a dynamic platform for researchers, particularly those in the early stages of their research careers, to present emerging work, innovative ideas, and preliminary results.

The ERA Track serves as a bridge between formative research concepts and fully developed studies, welcoming submissions that represent research at any stage of development. Unlike traditional academic tracks that focus primarily on completed research with comprehensive results, the ERA Track emphasizes the value of novel ideas, research directions, and approaches that have the potential to make significant contributions to software engineering.

Objectives

APSEC 2025 ERA Track aims to:

  • Foster collaboration and knowledge exchange among software engineering researchers in the Asia-Pacific region and beyond
  • Provide constructive feedback to researchers on their early-stage work
  • Create networking opportunities for researchers with similar interests
  • Promote innovative thinking and exploration of new research directions in software engineering
  • Support early-career researchers in developing their ideas and research methodologies

Accepted Papers

Title
An Empirical Analysis of ESLint Information Components and Their Interactions in LLM-based Program Repair
Early Research Achievements (ERA)
A Software Architecture Resilience Assessment Method via Dynamic Bayesian Networks
Early Research Achievements (ERA)
Automating Requirements Modelling with LLMs: An Iterative Contrastive Optimisation Approach
Early Research Achievements (ERA)
BlockAlign: Fair Performance Testing for Blockchains based on Configuration Alignment
Early Research Achievements (ERA)
Compressing Cell Execution Logs Embedded within Jupyter Notebook Files
Early Research Achievements (ERA)
Cross-Project Defect Prediction Based on Feature Fusion and Local Domain Adaptation
Early Research Achievements (ERA)
Cross-Project Defect Prediction Based on Feature Fusion and Local Domain Adaptation
Early Research Achievements (ERA)
CSMS: Boosting Class Code Summarization via Transformer Refinement and Method Summary Fusion
Early Research Achievements (ERA)
Developing a Japanese-Localization Code Benchmark for LLMs
Early Research Achievements (ERA)
DTM: Deterministic Approaches for Black-box Test Suite Minimization with Tree-based Similarity
Early Research Achievements (ERA)
Enhancing Requirement-to-Code Traceability via Chain-of-Thought Prompting in Large Language Models
Early Research Achievements (ERA)
Explainable Software Engineering: From State of the Practice to State of the Art
Early Research Achievements (ERA)
Feature-based Transfer Learning in Cross-Project Defect Prediction: A Systematic Review
Early Research Achievements (ERA)
Function-level Optimization Automatic Tuner for Numerical Programs
Early Research Achievements (ERA)
How Far Have LLMs Come Toward Automated SATD Taxonomy Construction?
Early Research Achievements (ERA)
KG-Code: A Knowledge Graph Guided Pre-Training Approach for Code Representation
Early Research Achievements (ERA)
MAJD: Intent-Aware Multi-Agent Framework for Jailbreak Defense
Early Research Achievements (ERA)
MSWT: Multi-Scale Wavelet Transformer for Dynamic Feature-Based Student Program Error Identification
Early Research Achievements (ERA)
Multi-Dimensional Metamorphic Testing of Terminology in Machine Translation
Early Research Achievements (ERA)
Natural Language Explanation in Code Clone Detection using LLM-based Post Hoc Explainer
Early Research Achievements (ERA)
Practices and Challenges of Using DeepSeek in SE: An Empirical Study
Early Research Achievements (ERA)
QEC-LLM: Training Query-focused Extractive Compression Model with LLM-guiding for Open Domain QA
Early Research Achievements (ERA)
RAG4Test: Retrieving GUI States for Multilingual Bug Report and Test Case Generation via LLMs
Early Research Achievements (ERA)
Resilient Auto-Scaling of Microservice Architectures with Efficient Resource Management
Early Research Achievements (ERA)
Retrieval-Augmented Code Generation of Low-Resource Programming Languages
Early Research Achievements (ERA)
Towards Engineering Multi-Agent LLMs: A Protocol-Driven Approach
Early Research Achievements (ERA)
Towards Function-Level Correctness Assessment of System Software with LLMs: A Case Study
Early Research Achievements (ERA)
TriGraSum: A Tri-level Graph-based Architecture for Source Code Summarization
Early Research Achievements (ERA)
Unified Modelling and Consistency Verification of UML Multi-View Models Using Alloy
Early Research Achievements (ERA)

The ERA (Early Research Achievements) track provides a forum for presenting and discussing ongoing research work at any stage, from ideas to results, to get feedback, exchange experiences, and explore available research pathways.

As such, this track focuses more on discussing new ideas than presenting complete results.

The topics of the ERA Track encompass all topics of the Technical Track and the SEIP Track (Software Engineering in Practice).

Submissions

The APSEC 2025 ERA track invites two kinds of submissions:

Regular Papers (presented by a talk)

  • A regular paper must not exceed 5 pages for the main text, including appendices, figures, tables, and references.
  • Authors of accepted regular papers will be invited to give a talk about the paper at the conference.

Short Papers (presented by a poster)

  • A short paper must not exceed 2 pages for the main text, including appendices, figures, tables, and references.
  • Authors of accepted short papers will be invited to present a poster at the conference.

A submission longer than 2 pages will be considered a regular paper submission and will be evaluated accordingly.

Evaluation Criteria

Submissions will be evaluated by at least three program committee members. The evaluation will mainly focus on the novelty of the ideas, the importance to the fields, the soundness of research methods, and the overall quality of presentations. A submission must not have been previously published nor be under consideration for publication elsewhere.

Submission Instructions

Papers must be submitted through Hotcrp: https://apsec25-era.hotcrp.com

All submissions must: - be written in English and must be in PDF format - use A4 paper size - conform to the IEEE Conference Proceedings Formatting Guidelines - comply with the IEEE Policy on Authorship

LaTeX users must use \documentclass[10pt, conference]{IEEEtran} without including the compsoc or compsocconf option.

Double-Blind Submission Guidelines

The APSEC 2025 ERA track will adopt a double-blind review process. Submissions should not disclose the authors’ identity to comply with the double-anonymous review process.

For more information, please check the APSEC Double Blind Policy.

Accepted Papers and Attendance Expectation

All accepted papers will be submitted to the IEEE CS Digital Library as part of the APSEC 2025 conference proceedings. The maximum page limit remains the same (5 pages for a regular paper and 2 pages for a short paper).

After acceptance: - the list of paper authors cannot be changed under any circumstances; that means the list of authors on camera-ready papers must be identical to those on submitted papers - paper titles cannot be changed except by permission of the Program Co-Chairs and only when referees recommend a change for clarity or accuracy with paper content.

If a submission is accepted, at least one paper author must register for APSEC 2025 and present the paper in person at the conference location (online presentation will not be allowed).

If an accepted paper is not presented, the paper will be removed from the proceedings.

Questions and Comments

If you have any questions, please contact the PC chairs: - Yulei Sui, University of New South Wales, y.sui@unsw.edu.au - Jiachi Chen, Sun Yat-sen University, chenjch86@mail.sysu.edu.cn