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- | ===== September 25, 2023: Second International Workshop on Complex Systems Science and Health Neuroscience | ||
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- | ==== Workshop chairs: | ||
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- | * Ewa RATAJCZAK, Nicolaus Copernicus University, Toruń, Poland | ||
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- | ==== Workshop organizing committee: ==== | ||
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- | * Mihoko OTAKE-MATSUURA, | ||
- | * Tomasz KOMENDZIŃSKI and Bibianna BAŁAJ, Nicolaus Copernicus University, Toruń, Poland | ||
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- | ==== Scope: ==== | ||
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- | 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. | ||
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- | ==== Agenda: | ||
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- | ^ Opening of Second International Workshop on Complex Systems Science and Health Neuroscience | ||
- | | 7:50~8:00 CEST | **Welcome** | ||
- | ^ Session #1: Social Interaction and Communication | ||
- | | 8:00~8:20 CEST | **Conversation Assistive Technology: Face to Face, Dialogue System, and Remote Communication** | Mihoko OTAKE-MATSUURA | RIKEN AIP, Tokyo, Japan | | ||
- | | 8:20~8:40 CEST | **Social and Cognitive Functions of Self-talk: Cross-cultural Research** | ||
- | | 8:40~9:00 CEST | **Neural Mechanisms of How Cognition and Emotion are Modulated in Social Interactions** | ||
- | | 9:00~9:20 CEST | **How Conversational Data Benefit Cognitive Intervention Research** | ||
- | | 9:20~9:40 CEST | Coffee Break ||| | ||
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- | ^ Session #2: Advances in Cognitive Diagnosis and Neurophysiological Assessment | ||
- | | 9:40~10:00 CEST | **Mental Rotation in Cognitive Diagnosis** | ||
- | | 10:00~10:20 CEST | **Eye-tracking Paradigm for the Assessment of Mild Cognitive Impairment** | Alexandra WOLF | RIKEN AIP, Tokyo, Japan | | ||
- | | 10:20~10:40 CEST | **Recurrence Analysis of EEG Signals** | ||
- | | 10:40~11:00 CEST | **EEG Neurodynamics of Heart Rate Variability Biofeedback** | ||
- | | 11:00~11:20 CEST | Coffee Break ||| | ||
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- | ^ Session #3: Innovations in Neurobiomarkers, | ||
- | | 11:20~11:40 CEST | **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 | **Health Neuroscience, | ||
- | | 12:00~12:20 CEST | **Brain-computer Interfaces-based Motor and Cognitive Rehabilitation** | Fabien LOTTE | INRIA, Bordeaux Sud-Ouest, France | ||
- | | 12:20~12:40 CEST | **From the Foot to the Brain ** | Natalia PAWLACZYK & Bartłomiej KILJANEK | Nicolaus Copernicus University, Toruń, Poland | | ||
- | | 12:40~14:00 | Lunch Break ||| | ||
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- | ^ Poster Session | ||
- | | 14:00~15:00 CEST | **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** | ||
- | | ::: | **EEG Oscillatory Correlates of Aesthetic Experience | ||
- | | ::: | **Predictive EEG Biomarkers for Cognitive Impairment** | ||
- | | ::: | **Improving Motor Imagery Detection with a BCI Based on Median Nerve | ||
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- | | ::: | Posters of MSc/PhD students | ||
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- | | 14:00~15:00 CEST | **Free Time for the Majority** | ||
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- | | 1830~20:30 CEST | **Evening City Sightseeing with a Tour Gude** | ||
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- | ===== September 26, 2023: Workshop on Mathematical Foundations of Machine Learning ===== | ||
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- | ==== Workshop chairs: ==== | ||
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- | * Masashi SUGIYAMA, RIKEN AIP and The University of Tokyo, Tokyo, Japan | ||
- | * Tomasz PIOTROWSKI, Nicolaus Copernicus University, Toruń, Poland | ||
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- | ==== Workshop Organizing Committee: ==== | ||
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- | * Marek GROCHOWSKI, Nicolaus Copernicus University, Toruń, Poland | ||
- | * Ikuko TSUMURA and Tomasz M. RUTKOWSKI, RIKEN AIP, Tokyo, Japan | ||
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- | ==== Scope: ==== | ||
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- | 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, | ||
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- | ==== Agenda: ==== | ||
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- | ^ Opening of Workshop on Mathematical Foundations of Machine Learning | ||
- | | 7:50~8:00 CEST | **Welcome** | ||
- | ^ Session 1 ^^^^ | ||
- | | 8:00~8:20 CEST | **Classifier Learning Using Multi-objective Optimization - Threats to Validity** | ||
- | | 8:20~8:40 CEST | **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 | **Fixed Points of Nonnegative Neural Networks** | ||
- | | 9:00~9:20 CEST | Coffee Break ||| | ||
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- | ^ Session 2 ^^^^ | ||
- | | 9:20~9:40 CEST | **Fisher-Rao Metric and Infinite-dimensional Divergences for Gaussian Processes** | ||
- | | 9:40~10:00 CEST | **Efficient Machine Learning with Tensor Networks** | ||
- | | 10:00~10:20 CEST | **Tensor Networks for CNN Compression** | ||
- | | 10:20~10:40 CEST | **Discovering Optimal Tensor Network Architectures: | ||
- | | 10:40~11:00 CEST | Coffee Break ||| | ||
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- | ^ Session 3 ^^^^ | ||
- | | 11:00~11:20 CEST | **Explainable AI: Opportunities and Challenges** | ||
- | | 11:20~11:40 CEST | **Zero-waste Machine Learning** | ||
- | | 11:40~12:00 CEST | **Towards Continuous Adaptation in Non-stationary Environments** | ||
- | | 12:00~12:20 CEST | **Exploring the Fixed Points in Cone Mapping: Enhancements to Neural Network Applications** | ||
- | | 12:20~13:20 CEST | Lunch Break ||| | ||
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- | ^ Session 4 ^^^^ | ||
- | | 13:20~13:40 CEST | **Recent Advances in Reliable Machine Learning** | ||
- | | 13:40~14:00 CEST | **Stable Gradient-based Hyperparameter Optimization** | ||
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- | ^ Poster Session | ||
- | | 14:00~15:00 CEST | **Coordination in Modular and Decentralized Neural Networks** | ||
- | | ::: | **Scalable Deep Equilibrium Models** | ||
- | | ::: | **Continual Learning** | ||
- | | ::: | **Categorification of Disentangled Representation Learning** | ||
- | | ::: | **Robust Contrastive Learning and Its Applications** | ||
- | | ::: | **Bandit Formulations for Hybrid Band Wireless Networks** | ||
- | | ::: | **Robust Riemannian classifier for multimodal distribution of SPD matrices** | ||
- | | ::: | // Speakers are also invited to present posters to supplement their work // ||| | ||
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- | | 15:30 CEST | **Nicolaus Copernicus University Presentations & " | ||
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- | ===== September 27, 2023: Lab Visits & Research Discussions at NCU ===== | ||
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- | ==== Scope: ==== | ||
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- | To create new and boost ongoing collaborative projects between RIKEN AIP and the NCU researchers and students, we plan lab visits and research discussions on the last day of the RIKEN AIP & NCU Workshops 2023. | ||
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