Technical University of Munich

Seminar: Deep Learning for the Natural Sciences (5 ECTS)

Summer Semester 2024

List of potential papers

No.	Paper
1	Fourier Neural Operator for Parametric Partial Differential Equations
2	Message Passing Neural PDE Solvers
3	Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations
4	Ab-initio solution of the many-electron Schrodinger equation with deep neural networks
5	Ab-Initio Potential Energy Surfaces by Pairing GNNs with Neural Wave Functions
6	A Self-Attention Ansatz for Ab-initio Quantum Chemistry
7	Improved protein structure prediction using potentials from deep learning
8	Highly accurate protein structure prediction with AlphaFold
9	Antigen-Specific Antibody Design and Optimization with Diffusion-Based Generative Models for Protein Structures
10	Crystal Diffusion Variational Autoencoder for Periodic Material Generation
11	Learning Gradient Fields for Molecular Conformation Generation
12	Geometric Latent Diffusion Models for 3D Molecule Generation
13	Equivariant Diffusion for Molecule Generation in 3D
14	Spherical Channels for Modeling Atomic Interactions
15	Towards Training Billion Parameter Graph Neural Networks for Atomic Simulations
16	Directional Message Passing for Molecular Graphs
17	MOFDiff: Coarse-grained Diffusion for Metal-Organic Framework Design
18	Fine-Tuned Language Models Generate Stable Inorganic Materials as Text
19	Magnetic control of tokamak plasmas through deep reinforcement learning
20	Real-time gravitational-wave science with neural posterior estimation
21	Flow Matching for Scalable Simulation-Based Inference
22	Boltzmann generators: Sampling equilibrium states of many-body systems with deep learning
23	ClimaX: A foundation model for weather and climate

Computer Vision Group
TUM School of Computation, Information and Technology
Technical University of Munich

Technical University of Munich

Links

Informatik IX
Computer Vision Group

News

GCPR / VMV 2024

Navigation

List of potential papers

Rechte Seite

Informatik IX
Computer Vision Group

News

GCPR / VMV 2024

Computer Vision GroupTUM School of Computation, Information and TechnologyTechnical University of Munich

Technical University of Munich

Links

Informatik IX Computer Vision Group

News

GCPR / VMV 2024

Navigation

List of potential papers

Rechte Seite

Informatik IX Computer Vision Group

News

GCPR / VMV 2024

Computer Vision Group
TUM School of Computation, Information and Technology
Technical University of Munich

Informatik IX
Computer Vision Group

Informatik IX
Computer Vision Group