Program

IEEE Big Data Service - Final Schedule (all times are in JST)

Date Time Session No Session Title Session Duration Chair Authors Title Type Minutes Paper # Notes
Monday 27 11:15-12:45 BDS1 Retrieval-Augmented and Agentic LLM Systems 90 min Wencen Wu Vedant Gupta, Sumedh Kale, Navaneeth Sai Nidadavolu, Navrati Saxena, Thomas Austin and William Andreopoulos Resume Bullet Point Enhancement: A Multi-Model Fine-Tuning Comparative Study Full 25 5535
Seminar Room 2 BDS1 Retrieval-Augmented and Agentic LLM Systems 90 min Rahul Reddy Gangapuram and William Andreopoulos Context Engineering for Local Retrieval-Augmented Generation: Perturbation Robustness, Budgeted Evaluation, and Semantic Assessment Full 25 6841
BDS1 Retrieval-Augmented and Agentic LLM Systems 90 min Zahra Feredooni, Marco Fanfani, Gianni Pantaleo and Paolo Nesi OASA-KGQA: Ontology-Aware Semantic Agent for Knowledge Graph Question Answering Full 25 7227
BDS1 Retrieval-Augmented and Agentic LLM Systems 90 min Kushal Erramilli Scheduling LLM Tool Calls as OS Processes: Empirical Characterization of Overhead and Topology-Dependent Performance in Agentic Pipelines Short 15 5221
Session Total 90
Monday 27 13:45-15:15 BDS2 Human-Centered and Educational AI Applications 90 min Akinori Hidaka Pratik Korat, Darshan Arunbhai Patel, Magdalini Eirinaki, Wencen Wu, Yingjie Liu and Barbra Burch SpartanAI: A Faculty- and Student-centric AI Agent for Elevating Course Design through LLM-Powered Quality Matters Review Full 25 9414
Seminar Room 2 BDS2 Human-Centered and Educational AI Applications 90 min Preet Kamalnayan Pandit, Aryan Singh, Hiten Bharatkumar Galiya and Wencen Wu Standards-Aligned Ethical Gating and Decision Telemetry for LLM-Assisted Mobile Robot Navigation: A Simulation Study Full 25 1953
BDS2 Human-Centered and Educational AI Applications 90 min Eunsung You InstructCoT Bridging Instruction Tuning and Chain-of-Thought Reasoning for Scalable Vision-Language Models Short 15 305
BDS2 Human-Centered and Educational AI Applications 90 min Alberto Matilla-Molina, Juan Manuel Dodero and Andrés Muñoz Ortega Epistemic-Pedagogical RAG as a Service for Educational Multi-Agent Systems Full 25 2032
Session Total 90
Monday 27 13:45-15:15 BDS9 Online session 90 min Katerina Potika Brian Ngo, Kai Llora and Kanika Sood Mood To Music: Enhancing Audible Enjoyment Short/Online 15 1935 Online
Online A BDS9 Online session 90 min Ally Qin, Jian Wan, Sarat Mudunuri and Srinivasan Manoharan Accelerating PayPal’s Commerce Agent with Speculative Decoding: An Empirical Study on EAGLE3 with Fine-Tuned Nemotron Models Short/Online 15 9156 Online
BDS9 Online session 90 min Yazhini Kalaignan and Yepeng Ding SYNAPX: Explainable Anticancer Drug Synergy Prediction via SHAP Analysis Full 25 9452 Online
BDS9 Online session 90 min Sarthak Musmade and Lu Liu Effectiveness of Student-Centered Fine-Tuning of Large Language Models for Mental Health Support Short/Online 15 2450 Online
BDS9 Online session 90 min Alexander Chernov Agentic Data Services: A Control-Plane Architecture for Adaptive Data Workflows Short 15 3866 Online
Session Total 85
Monday 27 15:45-17:15 BDS3 Scalable Data Systems, Telemetry and Stream Processing 90 min Paolo Nesi Wai-Pui Wilbur Kwan and Yun-Cheng Tsai Scalable Production Telemetry Reconstruction for Behavioral Analytics in Big Data Services Full 25 1719
Seminar Room 2 BDS3 Scalable Data Systems, Telemetry and Stream Processing 90 min Hemanta Ghosh SemDedup-K: Real-Time Semantic Stream Deduplication in Apache Kafka Using Lightweight Sentence Embeddings Short 15 8601
BDS3 Scalable Data Systems, Telemetry and Stream Processing 90 min Jennifer Pilante and Jesus Paguigan Smart Vision-Based Inventory System for Real-Time Sack Monitoring and Predictive Stock Optimization Short 15 8558
Session Total 55
Tuesday 28 10:15-11:45 BDS4 Optimization, Prediction and Applied Decision Analytics 90 min Iraklis Varlamis Akash Janardhan Srinivas, Petros Potikas, William Andreopoulos and Katerina Potika Fair Influence Maximization with Reverse Influence Sampling Boosted Multi-Objective Genetic Algorithm Full 25 4377
Seminar Room 2 BDS4 Optimization, Prediction and Applied Decision Analytics 90 min Dun-Cheng Chang, Shinyi Lin and Ming-Hsueh Tsai A Nationwide Longitudinal Survival Analysis of Retention among New Immigrant Language Teachers Full 25 5282
BDS4 Optimization, Prediction and Applied Decision Analytics 90 min Christopher Beddies, Vincenzo Bonaiuto, Stefan Kubica, Bernd Heimer and Bernd Eylert From Prediction to Action: A Predict-Validate-Act Framework for CVE Vulnerability Triage Full 25 1261
BDS4 Optimization, Prediction and Applied Decision Analytics 90 min Yun-Ching Lu and Tzung-Her Chen Practical Quantum Portfolio Optimization under Discrete Lot Constraints with CVaR-Based Evaluation for the Taiwan Stock Market Short 15 5129
Session Total 90
Tuesday 28 13:30-14:15 BDSP Poster Session 60 min Iraklis Varlamis Yi-Tang Fang, Po-An Chen, Yung-Shan Hsu, Szu-Hao Huang and Chiao-Ting Chen Degrading Trustworthiness in Cross-Domain Recommendation via Popularity Bias Poisoning Poster 766
Building C 1F & Online BDSP Poster Session 60 min Nicoy Morrison Adaptive Battery Scheduling for Renewable-Powered Electric Vehicle Charging Poster 5711
BDSP Poster Session 60 min Donghyeon Kim and Eunyoung Kim Comparing Traditional NLP and LLMs for Dementia Detection: Overdiagnosis and Prompt Effects in the Pitt Corpus Poster 4213
BDSP Poster Session 60 min Yujie Chen Bio-imaging Analysis Systems using a FPGA Platform Poster 4927
BDSP Poster Session 60 min Yuto Kanoh and Takuichi Nishimura Constructing Tactical Main-Purpose Proxy Labels from Observational Baseball Data via Selective and Hierarchical Labeling Poster 6968
BDSP Poster Session 60 min Abdulelah Alshehri Large Language Models Agents as a Big Data Pipeline for Scalable Chemical Information Poster 7067
BDSP Poster Session 60 min Donghun Seok and Chulhee Lee Coordinate-Aware Boundary Refinement for Camouflaged Object Detection Poster 9082
BDSP Poster Session 60 min Sayma Akther Human Activity Recognition using Smart Glasses Poster 1132 Online
BDSP Poster Session 60 min Sayma Akther Generalizable Physical Therapy Exercise Classification from Wearable IMU Data Using LOSO Evaluation Poster 4832 Online
BDSP Poster Session 60 min Arielle Shnayder, Manan Choksi and Mahima Agumbe Suresh A Comprehensive Review of Radio Signal Classification Techniques Poster 9060 Online
Tuesday 28 14:30-16:00 BDS5 Mobility, Edge AI, Vision and Smart Environments 90 min William Andreopoulos Shuya Nakano, Sooksan Panichpapiboon and Elis Kulla Enhanced Edge Travel Time Estimation Considering Vehicle-State and Relative-Speed Features Full 25 2923
Seminar Room 2 BDS5 Mobility, Edge AI, Vision and Smart Environments 90 min Christos Chronis, Georgios Th. Papadopoulos and Iraklis Varlamis Sustainable Face Recognition on Low-Power Devices with VQ-VAE Embeddings Full 25 7897
BDS5 Mobility, Edge AI, Vision and Smart Environments 90 min Shura Osako and Hiroyuki Fujioka Sensorless Knee-Wall Contact Detection from a Monocular Side-View Camera via LBP Texture Segmentation and RANSAC Line Fitting Short 15 1967
BDS5 Mobility, Edge AI, Vision and Smart Environments 90 min Hiroyuki Ishida, Yuma Taguchi, Yoshinao Ishii, Takashi Machida and Akira Yoshioka Pedestrian Flow Design and Evaluation for Large-Scale Outdoor Events Using Location Data Short 15 7951
Session Total 80
Wednesday 29 10:15-11:45 BDS6 SecAI track 90 min Monowar Bhuyan Christofer Washington Berruz Chungata, Martin Martin Jurecek, Katerina Potika and Mark Stamp Maximum Mean Discrepancy for Concept Drift Detection in Malware Classification Models Full 25 3815
Seminar Room 2 BDS6 SecAI track 90 min Andrew Bond Selective Invariance Violations in Large Language Model Moral Judgment: A Geometric Framework for Behavioral Manipulation Detection Full 25 204
BDS6 SecAI track 90 min Jerryl Babu Ensemble Deep Learning for Robust Phishing Detection: A Multi-Layer Security Framework Short 15 7970
BDS6 SecAI track 90 min Aditya Vishwakarma and Wencen Wu A Local Middleware for Privacy-Preserving LLM Inference via Reversible Entity Substitution Short 15 7960
Session Total 80
Wednesday 29 13:30-15:00 BDS7 Explainable and Semantic AI for Knowledge-Driven Prediction and Learning 90 min William Andreopoulos Sruthi Satyavarapu, Mohammed Fahad and Pramod Gupta A Service-Oriented Modular Architecture for Domain-Adaptive Retrieval-Augmented Generation. Full 25 9396
Seminar Room 2 BDS7 Explainable and Semantic AI for Knowledge-Driven Prediction and Learning 90 min Enrico Collini, Luciano Alessandro Ipsaro Palesi, Paolo Nesi and Lapo Tinacci LLM Semantic-aware categorical feature engineering for Federated Learning systems: IoT heterogeneous metadata case study Full 25 3299
BDS7 Explainable and Semantic AI for Knowledge-Driven Prediction and Learning 90 min Yen-Yu Chang, Meng-Che Tsai, Yu-Chen Chien, Ying-Zhu Chai and Chia-Kai Chang Design of a Distributed Semantic Analysis System for Scalable Processing of Heterogeneous Text Data Short 15 2030
BDS7 Explainable and Semantic AI for Knowledge-Driven Prediction and Learning 90 min Yuumi Sakino and Hiroyuki Fujioka Effect of Inducing Point Selection Strategies on Digital Ink Compression via Sparse Gaussian Process Regression Short 15 7273
Session Total 80
Wednesday 29 15:30-17:00 BDS8 Robust and Privacy-Aware Machine Learning for Prediction, Detection, and Compression 90 min Paolo Nesi Sayma Akther Shift-Aware Operator Selection for Label-Free Test-Time Calibration in Cross-Domain Dataset Full 25 4107 Online
Seminar Room 2 BDS8 Robust and Privacy-Aware Machine Learning for Prediction, Detection, and Compression 90 min Sayma Akther and Nada Attar Multi-Scale Alcohol Consumption Behavior Detection from Wearable AI Full 25 4615 Online