Program

Best Paper Best Student Paper Most Influential Paper

CASCON Program Table

Full Program Schedule

During the conference, the papers can be accessed at this revised link

in this link.

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DayTimeRoomCapacityLocationEvent
MondayAll dayB21302nd floorCSER
All dayA2-E2502nd floorNCC-CNC
All dayC2502nd floorDSDS
AMD2502nd floorCypress
AM301103rd floorNCC-CNC
PMD2502nd floorCASCON
TuesdayAMB21302nd floorCS-Can Chairs meeting
AMVirtualn/aZoomYTech
All dayA2502nd floorCASCON
AME2502nd flooriM-PACT
All dayC2502nd floorCDP
AMD2502nd floorOXAI
PME2502nd floorDITA
PMD2552nd floorAI@Work
WednesdayPMB21302nd floorML4DM
AMA2502nd floorCASCON
AME2502nd floorSENGEC
AM344553rd floor
PME2502nd floorAgileKip
PMC2502nd floorClient Zero
PMC2502nd floorPACOLA
PM344553rd floorNatural Language

Monday, November 11 2024

TimeTitle / Presenter(s) / Affiliation(s)
Session 1 (Chair: J. Nelson Amaral - University of Alberta)
01:30Integrating Feature Selection in Counterfactual Generation: An Optimized Framework Using Simulated Annealing
Shou Nakano1, Yang Liu1
1Wilfrid Laurier University
01:55Machine Learning-based Control of Dual-Sourcing Inventory Systems
Davood Pirayesh Neghab1, Shijie Li1, Mucahit Cevik1, M. I. M. Wahab1
1Toronto Metropolitan University
02:20Exploring Large Language Models for Automated Essay Grading in Finance Domain
Garima Malik1, Mucahit Cevik1, Sojin Lee2
1Toronto Metropolitan University, 2Blees Technologies Inc. (Blees AI)
02:45Overcoming COPD Care Barriers in Northern Ontario with AI -- A Perspective
Aveen Ghahremani1, Nikita Neveditsin2, Adiva Siddiqui1, Vijay Mago1
1York University, 2Saint Mary's University
03:00Coffee Break
Session 2 (Chair: Weichao Wang - UNC Charlotte)
03:20Detection of Novel Cyberattacks using Multi-Binary Classifiers
Jean-Gabriel Gaudreault1, Paula Branco1
1University of Ottawa
03:45Smart Contract Families in Solidity
Julio Aguilar1, Kacper Bak1, Michael Boyle1, Valerian Callens1, Jan Gorzny2
1Quantstamp, 2Zircuit
04:00Equation Unsolved: Inside the Shadowy World of Elite Cyber Spies
Fatemeh Khoda Parast1
1University of Guelph
04:15Optimizing DDoS Detection with Time Series Transformers
Chibuike Ejikeme1, Nafisek Kahani1, Samuel Ajila1
1Carleton University
04:30Abstract Interpretation for PLONKish Circuits
Fatemeh Heidari Soureshjani1, Jan Gorzny2
1Polytechnique Montreal, 2Zircuit
06:30Conference Banquet

Tuesday, November 12 2024

TimeTitle / Presenter(s) / Affiliation(s)
Keynote 1 (Chair: Marios Fokaefs - York University)
8:30Machine Learning (and Software Engineering) for Cognitive and Mental-Health Indicator Extraction
Eleni Stroulia, University of Alberta
9:30Coffee Break
Opening Session (Chair: Marin Litoiu - York University)
10:00CASCON 2024 Opening Session
Presentation of Best-Paper Award, Best-Student-Paper Award, and Most-Influential-Paper (MIP) Award
MIP Award Talk: The Power of System Call Traces: Predicting the Software Energy Consumption Impact of Changes
Karan Aggarwal, Chenlei Zhang, Hazel Campbell2, Abram Hindle2, Eleni Stroulia2
1Amazon Inc., 2University of Alberta
Session 3 (Chair: Francis Palma - University of New Brunswick)
10:55Machine Learning Powered Workload Prediction and Task Offloading in Vehicular Networks
Pooja Bhardwaj1, Nitin Auluck1, Akramul Azim2
1Indian Institute Of Technology–Ropar (IIT–Ropar), 2Ontario Tech University
11:20An Adaptive Indoor Localization Approach Using WiFi RSSI Fingerprinting with SLAM-Enabled Robotic Platform and Deep Neural Networks
Seyed Alireza Rahimi Azghadi1, Atah Nuh Mih1, Asfia Kawnine1, Monica Wachowicz1, Francis Palma1, Hung Cao2
1University of New Brunswick, 2RMIT University
11:45Towards Enhancing Aviation Safety through Advanced Incident Analysis using Large Language Models
Vaishali Siddeshwar1, Akramul Azim1, Sanaa Alwidian1, Masoud Makrehchi1
1Ontario Tech University
12:10CampusGo: Augmented Reality Indoor-Outdoor Navigation through a Campus Digital Twin
Mo Adel Abdelghany1, Eleni Stroulia1
1University of Alberta
12:30Lunch
Session 4 (Chair: Akramul Azim - Ontario Tech University)
1:30Sentiment Analysis with LLMs: Evaluating QLoRA Fine-tuning, Instruction Strategies, and Prompt Sensitivity
Mustafa Burak Topal1, Aysun Bozanta1, Ayşe Başar2
1Boğaziçi University, 2Toronto Metropolitan University
1:55TriMod Fusion for Multimodal Named Entity Recognition in Social Media
Mosab Alfaqeeh1
1Queen's University
2:20Transformer-based Text Highlighting for Medical Terms
Mucahit Cevik1, Ayse Bener1, Lara Ozyegen1
1Toronto Metropolitan University
2:45On Sarcasm Detection with OpenAI GPT-based Models
Montgomery Gole1, Williams-Paul Nwadiugwu1, Andriy Miranskyy1
1Toronto Metropolitan University
03:00Coffee Break
Session 5 (Chair: Fatemeh Khoda Parast - Quantstamp)
3:20Worst Case Execution Time Analysis of Real-Time Robotic Algorithms using Reinforcement Learning
Arvin Samiei1, Nafiseh Kahani1, Mohammadreza Dehghanitafti1, Mojtaba Ahmadi1
1Carleton University
03:45Prioritize: A Priority-Driven Deep Reinforcement Learning Scheduler for Resource Management
Hajer Ayadi1, Aijun An1, Yiming Shao1, Junjie Deng1, Jimmy Huang1, Michael Feiman2, Hao Zhou2
1York University, 2IBM Canada
04:10Resource Life-Cycle Aware Noise Detection via Kernel Event Monitoring
Morteza Noferesti1, Ben Grandy1, Naser Ezzati-Jivan1
1Brock University
04:35MemAdapt: Adaptive Monitoring of Memory Usage through Irregularly Sampled Data
Pranjal Chakraborty1, Majid Babaei2, Leila Tahmooresnejad1, Naser Ezzati-Jivan1
1Brock University, 2McGill University
CASCON Invited Talk (Chair: Marin Litoiu - York University)
5:00The Impact of GenAI in Cybersecurity
Iosif Viorel (Vio) Onut
IBM Canada
05:30Poster Presentations and Reception

Wednesday, November 13 2024

TimeTitle / Presenter(s) / Affiliation(s)
Keynote 2 (Chair: J. Nelson Amaral - University of Alberta)
8:30Software Delivery Excellence at the Royal Bank of Canada (RBC) – Moving Fast and Not Breaking Things
Bob Blainey, RBC Fellow
9:30Coffee Break
Session 6 (Chair: Kelly Lions - University of Toronto)
10:00Assessing and Comparing the Linguistic Design Quality of APIs of Distributed Systems and Microservices
Krishno Dey1, Hung Cao1, Francis Palma1
1University of New Brunswick
10:30An Empirical Study on Collaborative Uses of Communication Channels for Software Development and Management
Mariam El Mezouar1, Daniel Alencar Da Costa2, Ying Zou3
1Royal Military College of Canada, 2University of Otago, 3Queen's University
10:55Understanding Defects in Generated Codes by Language Models
Ali Mohammadi Esfahani1, Nafiseh Kahani1, Samuel A. Ajila1
1Carleton University
11:20Just-In-Time and Real-Time Bug-Inducing Commit Prediction: A Federated Learning Approach
Md Rayhan Islam1, Banani Roy2, Mohammad Hassan2, Amin Nikanjam2
1University of Saskatchewan, 2University of Prince Edward Island
11:45Augmenting Automatic Root-Cause Identification with Incident Alerts Using LLM
Zakeya Namrud1, Komal Sarda1, Ian Watts2, Larisa Shwartz3, Prateeti Mohapatra4, Seema Nagar4, Marin Litoiu1
1York University, 2IBM Canada, 3IBM US, 4IBM India
12:10Anaphora Resolution in Software Requirements Engineering: A Comparison of Generative NLP Pipelines and Encoder-Based Models
Savas Yildirim1, Garima Malik1, Mucahit Cevik1, Ayse Basar1
1Toronto Metropolitan University
12:30Lunch
Session 7 (Chair: Christopher Anand - McMaster University)
01:30Merging Roles and Expertise: Redefining Stakeholder Characterization in Explainable Artificial Intelligence
Camélia Raymond1, Sylvie Ratté1, Marc-Kevin Daoust1
1École de Technologie Supérieure
01:55FaultLLAMA2: A Fine Tuned Large Language Model for Code Recommendations to Reduce Java Lock Contention
Ashadullah Shawon1, Ramiro Liscano1, Akramul Azim1, Vijay Sundaresan2, Yee-Kang Chang2
1Ontario Tech University, 2IBM Toronto Lab
02:20Spelling Corrector for Turkish Product Search
Damla Şentürk1, Mustafa Burak Topal1, Sevil Adıgüzel2, Melis Öztürk2, Ayşe Başar3
1Boğaziçi University, 2Getir Perakende Lojistik A.Ş, 3Toronto Metropolitan University
02:45Translating Formal Specs: Event-B to English
Fatemeh Kazemi Vanhari1
1McMaster University
03:00Coffee Break
Session 8 (Chair: Kenneth Kent - University of New Brunswick)
03:20An Improved Template-based JIT Compiler for Java
Harpreet Kaur1, Marius Pirvu1, Kenneth B. Kent2
1University of New Brunswick, 2IBM Canada
03:45Language-Agnostic Compilation Scheduling Algorithms for Partial AOT Compilations
Georgiy Krylov1, Gerhard Dueck1, Kenneth Kent1, Younes Manton2
1University of New Brunswick, 2IBM Canada
04:10Using Semeru Cloud Compiler to Enhance Cloud-Native Java Application Performance
CASCON 2024 Best Paper
Ryan Liu1, Shreya Shinde1, Ladan Tahvildari1, Mark Stoodley2, Vijay Sundaresan2, Marius Pirvu2
1University of Waterloo, 2IBM Centre for Advanced Studies
04:35Node.js Energy Awareness on Asymmetric Multi-Processing Systems
Hao Hu1, Kenneth Kent2, Joran Siu2, Michael Dawson3
1University of New Brunswick, 2IBM Canada, 3Red Hat Canada
05:00Power-Efficient, Accelerated, Exponential-Based Activation Functions
Kieran Henderson1, Christopher K. Anand1, Curtis D' Alves2, Robert Enenkel2, Silvia M Mueller3
1McMaster University, 2IBM Canada, 3IBM Germany Development
05:25Optimizing Data Compression via Data Reordering
CASCON 2024 Best Student Paper
Qinxin Du1, Xiaohui Yu1, Aijun An1, Dariusz Jania2
1York University, 2IBM Poland

The Impact of GenAI in Cybersecurity
Iosif Viorel (Vio) Onut, IBM Canada

Abstract: On the one hand, GenAI has great potential in cybersecurity, learning from patterns in threats and vulnerabilities to enhance defences and thereby contribute significantly to a robust cybersecurity posture. A model trained on extensive cybersecurity data can identify patterns and predict future threats. Cybersecurity professionals can use GenAI to anticipate and prevent threats, maximizing the effectiveness of their security tools. Enterprises may realize a more proactive cybersecurity approach using GenAI. On the other hand, GenAI technologies themselves present cybersecurity threats. They can be exploited for malicious purposes, such as identity impersonation. This misuse can significantly bolster social engineering attacks, making them more convincing. This CASCON 2024 Spotlight Presentation sheds light on both GenAI technologies being misused for cyber-attacks and opportunities for enhancing the cybersecurity posture of enterprise systems using GenAI technologies. By examining the impact of GenAI-driven social engineering attacks, we aim to raise awareness of responsible GenAI.

VioOnut Biography: Iosif Viorel (Vio) Onut is Head of Centre for Advanced Studies, IBM Canada Lab and IBM Master Inventor at IBM Security. He is Adjunct Professor at the University of Ottawa and co-director of the University of Ottawa and IBM Cyber Range. He specializes in cybersecurity and cybercrime research and development. He is also passionate about curriculum and product innovation acceleration through R&D. Over the past decade, he has managed over 150 research projects involving 35 universities, led by over 90 professors, over 360 students and over 330 IBM staff.