Machine Learning and Nonlinear Dynamics

MLND’26 brings together researchers, engineers, and industry leaders to explore the intersection of machine learning, new AI trends, and nonlinear dynamics. The conference bridges fundamental science with real-world applications through partnerships with leading technology companies and research institutions. Selected best papers will be submitted for publication in IEEE Xplore. Set in Nizhny Novgorod during the golden September, the event offers a unique blend of high-level scientific exchange and inspiring atmosphere.

The conference is held as part of the HSE University International Academic Cooperation project ‘Machine Learning and Nonlinear Dynamics: Intersection, Interplay, and Synthesis.’

Topics:

• Theoretical basements of machine learning
  Fundamental advances in machine learning algorithms, optimization, generalization theory, and interpretability
• New trends in artificial intelligence
  Emerging paradigms including generative models, foundation models, AI agents, and explainable AI
• Applications of machine learning
  Practical implementations across science, engineering, medicine, and industry
• Neuromorphic and biological neural networks
  Brain-inspired computing, spiking neural networks and neural plasticity
• Nonlinear dynamics and complex systems
  Complex dynamical systems and networks, dynamical systems approaches to understanding and improving neural networks

Industry Partners

MLND’26 is supported by key academic and industrial partners. These collaborations create a platform for dialogue between cutting-edge research and practical deployment, offering participants insights into how theoretical breakthroughs translate into scalable technologies.

Publications

Accepted extended papers will be submitted for inclusion in IEEE Xplore, subject to meeting IEEE Xplore’s scope and quality requirements.

Venue

The conference will take place at HSE University – Nizhny Novgorod, located at Kostina Street, 2. The university campus provides modern conference facilities, comfortable workspaces, and a vibrant academic atmosphere in the heart of the city. A limited number of dormitory places will be available for students and young scientists, making participation accessible for early-career researchers.

Nizhny Novgorod is a historic and cultural capital of the Volga region. September offers mild weather, golden autumn scenery, and the city’s famous embankments along the Volga and Oka rivers — an inspiring setting for both productive work and informal networking.