Institute for Machine Learning, Johannes Kepler University Linz

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63 repositories

vnegnn
Public
Python
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MIT License
•4•31•0•0•Updated Feb 24, 2025Feb 24, 2025
Chem-xLSTM
Public
Apache License 2.0
•0•9•0•0•Updated Feb 21, 2025Feb 21, 2025
LaM-SLidE
Public
Code for the paper LaM-SLidE - Latent Space Modeling of Spatial Dynamical Systems via Linked Entities
simulation molecular-dynamics molecular-dynamics-simulation dynamical-systems latent-space latent-diffusion flow-matching
Python
•0•2•0•0•Updated Feb 20, 2025Feb 20, 2025
Generative-Topology-Optimization
Public
MIT License
•0•1•0•0•Updated Feb 20, 2025Feb 20, 2025
GINNs-Geometry-informed-Neural-Networks
Public
Jupyter Notebook
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MIT License
•19•151•0•0•Updated Feb 17, 2025Feb 17, 2025
DIffUCO
Public
Python
•3•39•0•0•Updated Feb 12, 2025Feb 12, 2025
UPT
Public
Code for the paper Universal Physics Transformers
universal-physics-transformer
Python
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MIT License
•10•91•1•0•Updated Feb 11, 2025Feb 11, 2025
Prot-xLSTM
Public
Python
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Apache License 2.0
•0•11•0•0•Updated Nov 28, 2024Nov 28, 2024
DNA-xLSTM
Public
Python
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Apache License 2.0
•1•13•0•0•Updated Nov 8, 2024Nov 8, 2024
helm
Public
Python
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Other
•4•53•0•0•Updated Nov 5, 2024Nov 5, 2024
LRAM
Public
A Large Recurrent Action Model: xLSTM enables Fast Inference for Robotics Tasks
reinforcement-learning robotics mamba decision-transformers xlstm
Python
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MIT License
•2•30•2•0•Updated Oct 31, 2024Oct 31, 2024
RA-DT
Public
Retrieval-Augmented Decision Transformer: External Memory for In-context RL
reinforcement-learning multi-task-learning decision-transformers retrieval-augmented-generation
Python
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MIT License
•1•14•0•0•Updated Oct 27, 2024Oct 27, 2024
cloome
Public
Jupyter Notebook
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Other
•9•36•3•0•Updated Oct 21, 2024Oct 21, 2024
disparate-benefits
Public
The Disparate Benefits of Deep Ensembles
Jupyter Notebook
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MIT License
•0•2•0•0•Updated Oct 18, 2024Oct 18, 2024
uncertainty-measures
Public
On Information-Theoretic Measures of Predictive Uncertainty
Jupyter Notebook
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MIT License
•1•12•0•0•Updated Oct 15, 2024Oct 15, 2024
EVA
Public
One Initialization to Rule them All: Fine-tuning via Explained Variance Adaptation
Python
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MIT License
•0•36•1•0•Updated Oct 14, 2024Oct 14, 2024
L2M
Public
Learning to Modulate pre-trained Models in RL (Decision Transformer, LoRA, Fine-tuning)
reinforcement-learning robotics lora fine-tuning continual-learning multitask-learning decision-transformers
Python
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MIT License
•6•54•0•0•Updated Oct 6, 2024Oct 6, 2024
hyper-dti
Public
HyperPCM: Robust task-conditioned modeling of drug-target interactions
deep-learning pytorch drug-discovery hypernetworks drug-target-interactions proteochemometrics
Python
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MIT License
•5•36•0•0•Updated Oct 1, 2024Oct 1, 2024
MIM-Refiner
Public
A Contrastive Learning Boost from Intermediate Pre-Trained Representations
Python
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MIT License
•4•41•0•0•Updated Sep 19, 2024Sep 19, 2024
clamp
Public
Code for the paper Enhancing Activity Prediction Models in Drug Discovery with the Ability to Understand Human Language
machine-learning cheminformatics drug-discovery zero-shot qsar assay-modeling contrastive-learning
Python
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Other
•6•95•0•0•Updated Sep 13, 2024Sep 13, 2024
SDLG
Public
SDLG is an efficient method to accurately estimate aleatoric semantic uncertainty in LLMs
Jupyter Notebook
•1•25•1•0•Updated Jun 7, 2024Jun 7, 2024
hopfield-boosting
Public
Jupyter Notebook
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MIT License
•0•30•0•0•Updated May 15, 2024May 15, 2024
diverse-hits
Public
Code accompanying our paper on diversity-based comparison of goal-directed generators
Jupyter Notebook
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MIT License
•0•5•0•0•Updated May 5, 2024May 5, 2024
universal-physics-transformer
Public
Universal Physics Transformer
universal-physics-transformer
0•0•0•0•Updated May 3, 2024May 3, 2024
autoregressive_activity_prediction
Public
This repo includes code for the autoregressive activity prediction for low-data drug discovery manuscript
Jupyter Notebook
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GNU General Public License v3.0
•0•2•0•0•Updated Apr 15, 2024Apr 15, 2024
MHNfs
Public
Jupyter Notebook
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GNU General Public License v3.0
•2•17•0•0•Updated Apr 12, 2024Apr 12, 2024
MAE-CT
Public
Python
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MIT License
•5•32•0•0•Updated Apr 4, 2024Apr 4, 2024
GNN-VPA
Public
A Variance-Preserving Aggregation Strategy for Graph Neural Networks
Python
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MIT License
•1•6•0•0•Updated Mar 20, 2024Mar 20, 2024
convex-init
Public
Code for Principled Weight Initialisation for Input-Convex Neural Networks
Python
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MIT License
•0•7•0•0•Updated Jan 19, 2024Jan 19, 2024
HopCPT
Public
Conformal Prediction for Time Series with Modern Hopfield Networks
Python
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MIT License
•10•75•1•1•Updated Nov 29, 2023Nov 29, 2023