RIKEN AIP & NCU Workshops 2023
Nicolaus Copernicus University, Toruń, Poland, September 25~27, 2023
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VENUE:
Nicolaus Copernicus University
Toruń, Poland
September 25, 2023
Event #1: Second International Workshop on Complex Systems Science and Health Neuroscience
Workshop chairs:
Alexandra WOLF, RIKEN AIP, Tokyo, Japan
Ewa RATAJCZAK, Nicolaus Copernicus University, Toruń, Poland
Workshop Organizing Committee:
Mihoko OTAKE-MATSUURA, Ikuko TSUMURA, and Tomasz M. RUTKOWSKI, RIKEN AIP, Tokyo, Japan
Tomasz KOMENDZIŃSKI and Bibianna BAŁAJ, Nicolaus Copernicus University, Toruń, Poland
Scope:
Complex systems science and health neuroscience are two interdisciplinary fields that aim to understand and analyze complex human health and well-being phenomena. This workshop will explore the intersection of these fields, highlighting their significance in advancing our understanding of the intricate dynamics of biological systems, neurological processes, and their implications for healthcare.
Agenda:
Opening of Second International Workshop on Complex Systems Science and Health Neuroscience
7:50~8:00 CEST
14:50~15:00 JST
Welcome
Radosław SOJAK
Dean of the Faculty of Philosophy and Social Science, Nicolaus Copernicus University, Toruń, Poland
Session #1: Social Interaction and Communication
8:00~8:20 CEST
15:00~15:20 JST
Conversation Assistive Technology: Face to Face, Dialogue System, and Remote Communication
Mihoko OTAKE-MATSUURA
RIKEN AIP, Tokyo, Japan
8:20~8:40 CEST
15:20~15:40 JST
Social and Cognitive Functions of Self-talk: Cross-cultural Research
Arkadiusz GUT
Nicolaus Copernicus University, Toruń, Poland
8:40~9:00 CEST
15:40~16:00 JST
Neural Mechanisms of How Cognition and Emotion are Modulated in Social Interactions
Hikaru SUGIMOTO
RIKEN AIP, Tokyo, Japan
9:00~9:20 CEST
16:00~16:20 JST
How Conversational Data Benefit Cognitive Intervention Research
Takuya SEKIGUCHI
RIKEN AIP, Tokyo, Japan
9:20~9:40 CEST
16:20~16:40 JST
Coffee Break
Session #2: Advances in Cognitive Diagnosis and Neurophysiological Assessment
9:40~10:00 CEST
16:40~17:00 JST
Mental Rotation in Cognitive Diagnosis
Bibianna BAŁAJ
Nicolaus Copernicus University, Toruń, Poland
10:00~10:20 CEST
17:00~17:20 JST
Eye-tracking Paradigm for the Assessment of Mild Cognitive Impairment
Alexandra WOLF
RIKEN AIP, Tokyo, Japan
10:20~10:40 CEST
17:20~17:40 JST
Recurrence Analysis of EEG Signals
Włodzisław DUCH
Nicolaus Copernicus University, Toruń, Poland
10:40~11:00 CEST
17:40~18:00 JST
EEG Neurodynamics of Heart Rate Variability Biofeedback
Ewa RATAJCZAK
Nicolaus Copernicus University, Toruń, Poland
11:00~11:20 CEST
18:00~18:20 JST
Coffee Break
Session #3: Innovations in Neurobiomarkers, Healthcare Neuroscience, and Rehabilitation + ‘Walking Through’ Place Perception: Understanding the Dynamics of Spatial Cognition
11:20~11:40 CEST
18:20~18:40 JST
Network Neuroscience Dementia Neurobiomarker with ML Support
Tomasz M. RUTKOWSKI
RIKEN AIP, Tokyo, Japan, and Nicolaus Copernicus University, Toruń, Poland
11:40~12:00 CEST
18:40~19:00 JST
Health Neuroscience, Deep Medicine and CARES Project
Tomasz KOMENDZIŃSKI
Nicolaus Copernicus University, Toruń, Poland
12:00~12:20 CEST
19:00~19:20 JST
Brain-computer Interfaces-based Motor and Cognitive Rehabilitation
Fabien LOTTE
INRIA, Bordeaux Sud-Ouest, France
12:20~12:40 CEST
19:20~19:40 JST
From the Foot to the Brain
Natalia PAWLACZYK & Bartłomiej KILJANEK
Nicolaus Copernicus University, Toruń, Poland
12:40~14:00 CEST
Lunch Break
14:00~15:00 CEST
Poster Session
Poster size: A0 or smaller and in portrait orientation.
When Considering Higher Education in the Sciences, male and female students Place Emphasis on Different Factors; a Questionnaire Survey Reveals
Atsushi TAKAHASHI & Ikuko TSUMURA
RIKEN AIP, Tokyo, Japan
Continuous Learning in Both Medical and General Domains
Lin GU
RIKEN AIP, Tokyo, Japan
EEG Oscillatory Correlates of Aesthetic Experience
Marc WELTER
INRIA, Bordeaux Sud-Ouest, France
Predictive EEG Biomarkers for Cognitive Impairment
Kornkanok TRIPANPITAK
RIKEN AIP, Tokyo, Japan
Improving Motor Imagery Detection with a BCI Based on Median Nerve Stimulations
Sébastien RIMBERT
INRIA, Bordeaux Sud-Ouest, France
Posters of MSc/PhD students
TBA
TBA
1500~18:00 CEST
Free Time for the Majority
CARES (Telecare for an Aging Europe) Project Discussion at the headquarters of the Marshal's Office of the Kuyavian-Pomeranian Voivodeship in Toruń
1830~20:30 CEST
Evening City Sightseeing with a Tour Guide
Meeting at Nicolaus Copernicus Statue in Old Town Toruń (map link = 2J63+4X Toruń)
September 26, 2023
Event #2: Workshop on Mathematical Foundations of Machine Learning
Workshop chairs:
Masashi SUGIYAMA, RIKEN AIP and The University of Tokyo, Tokyo, Japan
Tomasz PIOTROWSKI, Nicolaus Copernicus University, Toruń, Poland
Workshop Organizing Committee:
Marek GROCHOWSKI, Nicolaus Copernicus University, Toruń, Poland
Ikuko TSUMURA and Tomasz M. RUTKOWSKI, RIKEN AIP, Tokyo, Japan
Scope:
The astounding performance and applicability of machine learning in an ever-increasing number of applications have not been paired with a sufficient understanding of its mathematical foundations, preventing it from application to critical fields where human safety and health are of interest. This workshop aims to present and discuss results laying firm mathematical foundations of design, implementation, and evaluation of machine learning algorithms using tools of linear algebra, functional analysis, probability theory, statistics, optimization, and information theory.
Agenda:
Opening of Workshop on Mathematical Foundations of Machine Learning
7:50~8:00 CEST
14:50~15:00 JST
Welcome
Wojciech WYSOTA
Vice-Rector for Research, Nicolaus Copernicus University, Toruń, Poland
Session #1
8:00~8:20 CEST
15:00~15:20 JST
Classifier Learning Using Multi-objective Optimization - Threats to Validity
Michał WOŹNIAK
Wrocław University of Science and Technology, Wrocław, Poland
8:20~8:40 CEST
15:20~15:40 JST
Convergence of Fixed Point Iterations of Positive Concave Mappings with Applications to Design of Machine Learning Algorithms
Renato L. G. CAVALCANTE
HHI Fraunhofer Institute, Berlin, Germany
8:40~9:00 CEST
15:40~16:00 JST
Fixed Points of Nonnegative Neural Networks
Tomasz PIOTROWSKI
Nicolaus Copernicus University, Toruń, Poland
9:00~9:20 CEST
16:00~16:20 JST
Coffee Break
Session #2
9:20~9:40 CEST
16:20~16:40 JST
Fisher-Rao Metric and Infinite-dimensional Divergences for Gaussian Processes
Minh HA QUANG
RIKEN AIP, Tokyo, Japan
9:40~10:00 CEST
16:40~17:00 JST
Efficient Machine Learning with Tensor Networks
Qibin ZHAO
RIKEN AIP, Tokyo, Japan
10:00~10:20 CEST
17:00~17:20 JST
Tensor Networks for CNN Compression
Rafał ZDUNEK
Wrocław University of Science and Technology, Wrocław, Poland
10:20~10:40 CEST
17:20~17:40 JST
Discovering Optimal Tensor Network Architectures: An Exploration of Tensor Network Structure Search (TN-SS)
Chao LI
RIKEN AIP, Tokyo, Japan
10:40~11:00 CEST
17:40~18:00 JST
Coffee Break
Session #3
11:00~11:20 CEST
18:00~18:20 JST
Explainable AI: Opportunities and Challenges
Przemysław BIECEK
Warsaw University of Technology, Warsaw, Poland
11:20~11:40 CEST
18:20~18:40 JST
Zero-waste Machine Learning
Tomasz TRZCIŃSKI
Warsaw University of Technology, Warsaw, Poland, and Jagiellonian University, Kraków, Poland
11:40~12:00 CEST
18:40~19:00 JST
Towards Continuous Adaptation in Non-stationary Environments
Zhen-Yu ZHANG
RIKEN AIP, Tokyo, Japan
12:00~12:20 CEST
19:00~19:20 JST
Exploring the Fixed Points in Cone Mapping: Enhancements to Neural Network Applications
Krzysztof RYKACZEWSKI
Nicolaus Copernicus University, Toruń, Poland
12:20~13:20 CEST
19:20~20:20 JST
Lunch Break
Session #4
13:20~13:40 CEST
20:20~20:40 JST
Recent Advances in Reliable Machine Learning
Masashi SUGIYAMA
RIKEN AIP and The University of Tokyo, Tokyo, Japan
13:40~14:00 CEST
20:40~21:00 JST
Stable Gradient-based Hyperparameter Optimization
Ryuichiro HATAYA
RIKEN AIP, Tokyo, Japan
14:00~15:00 CEST
21:00~22:00 JST
Poster Session
Poster size: A0 or smaller and in portrait orientation.
Coordination in Modular and Decentralized Neural Networks
Yuwei SUN
RIKEN AIP, Tokyo, Japan
Scalable Deep Equilibrium Models
Mateusz GABOR
Wrocław University of Science and Technology, Wrocław, Poland
Continual Learning
Jędrzej KOZAL
Wrocław University of Science and Technology, Wrocław, Poland
Categorification of Disentangled Representation Learning
Yivan ZHANG
RIKEN AIP, Tokyo, Japan
Robust Contrastive Learning and Its Applications
Shue CHEN
RIKEN AIP, Tokyo, Japan
Bandit Formulations for Hybrid Band Wireless Networks
Sherief HASHIMA
RIKEN AIP, Fukuoka, Japan
Robust Riemannian Classifier for Multimodal Distribution of SPD Matrices
Maria Sayu YAMAMOTO
Universite Paris Saclay, Paris, France
Posters of MSc/PhD students
TBA
TBA
15:30~ CEST
Nicolaus Copernicus University Presentations & "chatAIP + NCU" + BBQ at Copernican Integration Center of the Nicolaus Copernicus University
September 27, 2023
Event #3: Lab Visits & Research Discussions at UNC
Scope:
To create new and boost ongoing collaborative projects between RIKEN AIP and the UNC researchers and students, we plan lab visits and research discussions on the last day of the RIKEN AIP & UNC Workshops 2023.
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