Registration and Lunch Room: Room 4305

Ginestra Bianconi (Queen Mary University of London) - Topology shapes dynamics of higher-order networks Room: Room 4305

Alexander Dack (Imperial College London) - Recurrent neural chemical reaction networks that approximate arbitrary dynamics Room: Room 4305

Graeme Ackland (University of Edinburgh) - Solubility of methanol in water Room: Room 4305

Eman Medani (Heriot-Watt university) - Including the Effects of Speciation on the Estimation of the Viscosity of Amine/Water/CO2 Systems Room: Room 4305

Posters Room: Room 4305

Francesco Cagnetta (SISSA) - Towards a theory of deep learning for hierarchically compositional data Room: Room 4305

Luigi Del Debbio (University of Edinburgh) - Statistical Field Theory of Neural Networks

• Luigi Del Debbio (The University of Edinburgh)

Room: Room 4305 I discuss some recent results about the possibility to describe Machine Learning using Statistical Field Theory. After presenting the foundations of this description, I will focus on the training process using Gradient Descent.

Elisabeth Agoritsas (University of Geneva) - Out-of-equilibrium regimes from driven complex systems to machine-learning Room: Room 4305

Fabian Thiemann (IBM) - Force-free Molecular Dynamics for Efficient long-timescale simulations Room: Room 4305

Sarah Loos (University of Cambridge) - Thermodynamics and optimal control of small-scale processes with memory Room: Room 4305

Emanuele Penocchio (Northwestern University) - Nonequilibrium thermodynamics of molecular ratchets Room: Room 4305

Roberto Covino (Goethe-University Frankfurt) – Using short out-of-equilibrium trajectories for learning free energy and rates of rare molecular events Room: Room 4305

Conference Dinner Room: Scotch Whisky Experience

Matteo DeGiacomi (University of Edinburgh) - Learning (from) protein dynamics Room: Room 4305

Paweł Dąbrowski-Tumański (Cardinal Wyszynski University in Warsaw) - Transformer model in understanding knot topology Room: Room 4305

Auro Varat Patnaik (University of Edinburgh) - Zero-shot Adaptation of Drug Diffusion Model for Fragment Elaboration Room: Room 4305

Shuntaro Amano (University of Strasbourg) - Synthesis and Analysis of Life-like Systems out of Equilibrium Room: Room 4305

Alessia Guadagnin Pattaro (University of Trento) - Analysis of protein folding through the combination of transition path theory and informative low-resolution representations Room: Room 4305

Lunch and close of workshop