Follow
Mathias Niepert
Mathias Niepert
University of Stuttgart & NEC Labs Europe
Verified email at ki.uni-stuttgart.de - Homepage
Title
Cited by
Year
Active Learning for Neural PDE Solvers
D Musekamp, M Kalimuthu, D Holzmüller, M Takamoto, M Niepert
arXiv preprint arXiv:2408.01536, 2024
2024
Structure-Aware E (3)-Invariant Molecular Conformer Aggregation Networks
DMH Nguyen, N Lukashina, T Nguyen, AT Le, TT Nguyen, N Ho, J Peters, ...
International Conference on Machine Learning (ICML), 2024
2024
Dude: Dual Distribution-Aware Context Prompt Learning For Large Vision-Language Model
DMH Nguyen, AT Le, TQ Nguyen, NT Diep, T Nguyen, D Duong-Tran, ...
arXiv preprint arXiv:2407.04489, 2024
2024
L2XGNN: Learning to Explain Graph Neural Networks
G Serra, M Niepert
Machine Learning, 2024
3*2024
Vectorized Conditional Neural Fields: A Framework for Solving Time-dependent Parametric Partial Differential Equations
J Hagnberger, M Kalimuthu, D Musekamp, M Niepert
arXiv preprint arXiv:2406.03919, 2024
22024
Probabilistic Graph Rewiring via Virtual Nodes
C Qian, A Manolache, C Morris, M Niepert
arXiv preprint arXiv:2405.17311, 2024
12024
Accelerating Transformers with Spectrum-Preserving Token Merging
HC Tran, DMH Nguyen, DM Nguyen, TT Nguyen, N Le, P Xie, D Sonntag, ...
arXiv preprint arXiv:2405.16148, 2024
12024
Learning to Discretize Denoising Diffusion ODEs
V Tong, A Liu, TD Hoang, GV Broeck, M Niepert
arXiv preprint arXiv:2405.15506, 2024
2024
Higher-Rank Irreducible Cartesian Tensors for Equivariant Message Passing
V Zaverkin, F Alesiani, T Maruyama, F Errica, H Christiansen, M Takamoto, ...
arXiv preprint arXiv:2405.14253, 2024
2024
Image Inpainting via Tractable Steering of Diffusion Models
A Liu, M Niepert, GV Broeck
International Conference on Learning Representations (ICLR), 2024
32024
Probabilistically Rewired Message-Passing Neural Networks
C Qian, A Manolache, K Ahmed, Z Zeng, GV Broeck, M Niepert, C Morris
International Conference on Learning Representations (ICLR), 2024
6*2024
Tractable Probabilistic Graph Representation Learning with Graph-Induced Sum-Product Networks
F Errica, M Niepert
International Conference on Learning Representations (ICLR), 2024
22024
Uncertainty-biased molecular dynamics for learning uniformly accurate interatomic potentials
V Zaverkin, D Holzmüller, H Christiansen, F Errica, F Alesiani, ...
npj Computational Materials 10 (1), 83, 2024
22024
Lvm-med: Learning large-scale self-supervised vision models for medical imaging via second-order graph matching
D MH Nguyen, H Nguyen, N Diep, TN Pham, T Cao, B Nguyen, ...
Advances in Neural Information Processing Systems 36, 2024
162024
Adaptive Message Passing: A General Framework to Mitigate Oversmoothing, Oversquashing, and Underreaching
F Errica, H Christiansen, V Zaverkin, T Maruyama, M Niepert, F Alesiani
arXiv preprint arXiv:2312.16560, 2023
12023
On the Out of Distribution Robustness of Foundation Models in Medical Image Segmentation
DMH Nguyen, TN Pham, NT Diep, NQ Phan, Q Pham, V Tong, BT Nguyen, ...
arXiv preprint arXiv:2311.11096, 2023
22023
Answering complex queries in knowledge graphs with bidirectional sequence encoders having medical use applications
B Kotnis, M Niepert, C Lawrence
US Patent App. 18/355,432, 2023
2023
Continual Invariant Risk Minimization
F Alesiani, S Yu, M Niepert
arXiv preprint arXiv:2310.13977, 2023
12023
Learning disentangled discrete representations
D Friede, C Reimers, H Stuckenschmidt, M Niepert
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2023
52023
Answering complex queries in knowledge graphs with bidirectional sequence encoders
B Kotnis, M Niepert, C Lawrence
US Patent 11,748,356, 2023
42023
The system can't perform the operation now. Try again later.
Articles 1–20