Computer Science students Mr. George III R. Bustamante, Mr. Martin Bernard F. Bondoc, Mr. Dan Floyd L. Arnaiz, Mr. Clyde Allen T. Yu, Ms. Angela Coleen M. Acebedo, Mr. Daniel Louis P. Bernadas, along with CCIS faculty Mr. Chester Balaman.
Mapúa Malayan Colleges Mindanao (Mapúa MCM) reaffirmed its commitment to global research excellence as Computer Science students successfully presented their studies at the International Conference on Machine Learning and Soft Computing (ICMLSC) 2026 in Osaka, Japan.
The conference served as a global platform for researchers, academicians, and industry practitioners to exchange knowledge and explore innovations in machine learning and soft computing. Representing Mapúa MCM, student delegates showcased two research papers that contributed to addressing real-world challenges through advanced computational approaches.
Among the highlights of the participation was the recognition of the study titled “WebChk: An Ensemble Learning Approach for Web Vulnerability Detection Integrating TCN, BERT, and FP-Growth,” which earned the Best Student Paper Award. The research, presented by Mr. Daniel Louis P. Bernadaz, Ms. Angela Coleen M. Acebedo, and Mr. Clyde Allen T. Yu, all 4th Year BS Computer Science students, demonstrated the potential of integrated machine learning models in strengthening web security systems.
A second research paper, “From Cloud to Edge: Evaluating Efficient Deep Learning Models for Hyper-Local Weather Forecasting,” was presented by Mr. Dan Floyd L. Arnaiz, Mr. Martin Bernard F. Bondoc, and Mr. George III R. Bustamante, all 4th Year BS Computer Science students. The study explored innovative approaches to improving localized weather prediction using efficient deep learning frameworks, highlighting practical applications in environmental monitoring and disaster preparedness.
Student representatives reflected on the significance of their experience, emphasizing both academic and personal growth gained through international exposure. Mr. Dan Floyd L. Arnaiz, 4th Year BS Computer Science, shared, “Attending ICMLSC 2026 in Osaka, Japan was an incredible opportunity to see how theoretical machine learning concepts are being applied to solve complex, real-world problems. Engaging with international researchers has broadened our perspective and inspired us to push the boundaries of our study.”
Mr. George III R. Bustamante, 4th Year BS Computer Science, highlighted the value of global collaboration, stating, “Attending the ICMLSC 2026 conference was an eye-opening experience, as it allowed me to engage with researchers and delegates from diverse international backgrounds. The event showed how we are all connected through our shared passion for innovation and technology-driven ideas.”
Mr. Martin Bernard F. Bondoc, 4th Year BS Computer Science, emphasized the inspiration gained from the experience, noting, “Meeting people who are just as passionate, or even more so, about their work was incredibly inspiring. Seeing the potential impact of their research restores your faith in human intelligence and adaptability.”
Ms. Angela Coleen M. Acebedo, 4th Year BS Computer Science, reflected on the value of presenting their work, sharing, “It is a pleasant experience to attend a conference such as ICMLSC to present the research my team has worked hard for, while also gaining insights from peers and their respective studies.”
Mr. Daniel Louis P. Bernadaz, 4th Year BS Computer Science, described the event as “a fusion of intellectual discourse and urban elegance, where insightful research met the modern and timeless charm of Osaka,” while Mr. Clyde Allen T. Yu, 4th Year BS Computer Science, expressed that “it was a memorable experience—every effort we invested truly paid off.”
Through its participation in ICMLSC 2026, Mapúa Malayan Colleges Mindanao continues to strengthen its presence in the global research community while empowering students to contribute to technological advancement and innovation. The engagement supports Sustainable Development Goal (SDG) 4 (Quality Education), SDG 9 (Industry, Innovation and Infrastructure), and SDG 17 (Partnerships for the Goals), reflecting the institution’s commitment to developing globally competitive and research-driven graduates.