building energy management 1constrained reinforcement learning 1heat pump control 1safety constraints 1simulation 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.LG2026
Constrained Reinforcement Learning for Safe Heat Pump Control
Baohe Zhang, Lilli Frison, Thomas Brox +1
The paper introduces a building simulator (I4B) and a constrained Soft Actor-Critic algorithm with a linear smoothed log barrier (CSAC-LB) to safely optimize heat pump operation, b…
cs.LG2026
Embedding interpretable -regression into neural networks for uncovering temporal structure in cell imaging
Fabian Kabus, Maren Hackenberg, Julia Hindel +6
While artificial neural networks excel in unsupervised learning of non-sparse structure, classical statistical regression techniques offer better interpretability, in particular wh…
cs.CV2025
Label-Efficient LiDAR Semantic Segmentation with 2D-3D Vision Transformer Adapters
Julia Hindel, Rohit Mohan, Jelena Bratulic +3
LiDAR semantic segmentation models are typically trained from random initialization as universal pre-training is hindered by the lack of large, diverse datasets. Moreover, most poi…