Mathias Lechner
- Liquid Time-constant Networks
2020/06/08 by Ramin Hasani, Hasani, Ramin, Mathias Lechner +7 · 25 citations
Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Neural Networks and Applications #Neural Networks and Reservoir Computing #Neural and Evolutionary Computing (cs.NE)
- Liquid Structural State-Space Models
2022/09/26 by Ramin Hasani, Mathias Lechner, Hasani, Ramin +9 · 17 citations
Computer Science · #Neural Networks and Applications #Speech Recognition and Synthesis #Blind Source Separation Techniques
- Learning Long-Term Dependencies in Irregularly-Sampled Time Series
2020/06/08 by Mathias Lechner, Ramin Hasani, Lechner, Mathias +1 · 10 citations
Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Neural Networks and Applications #Time Series Analysis and Forecasting
- Stability Verification in Stochastic Control Systems via Neural Network Supermartingales
2021/12/17 by Mathias Lechner, Lechner, Mathias, Đorđe Žikelić +5 · 4 citations
Computer Science · Physics and Astronomy · #Adversarial Robustness in Machine Learning #Model Reduction and Neural Networks
- Latent Imagination Facilitates Zero-Shot Transfer in Autonomous Racing
2021/03/08 by Axel Brunnbauer, Brunnbauer, Axel, Luigi Berducci +11 · 3 citations
Computer Science · Decision Sciences · #Reinforcement Learning in Robotics #Gaussian Processes and Bayesian Inference #Advanced Bandit Algorithms Research
- Scalable Verification of Quantized Neural Networks (Technical Report)
2020/12/15 by Thomas A. Henzinger, Henzinger, Thomas A., Mathias Lechner +3 · 3 citations
Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Radiation Effects in Electronics #Physical Unclonable Functions (PUFs) and Hardware Security
- State-Free Inference of State-Space Models: The Transfer Function Approach
2024/05/10 by Rom N. Parnichkun, Parnichkun, Rom N., Stefano Massaroli +23 · 5 citations
Engineering · #FOS: Computer and information sciences #FOS: Electrical engineering #Fault Detection and Control Systems #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Learning Provably Stabilizing Neural Controllers for Discrete-Time Stochastic Systems
2022/10/11 by Matin Ansaripour, Krishnendu Chatterjee, Ansaripour, Matin +7 · 2 citations
Computer Science · #Reinforcement Learning in Robotics
- Causal Navigation by Continuous-time Neural Networks
2021/06/15 by Charles Vorbach, Ramin Hasani, Vorbach, Charles +7 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Reinforcement Learning in Robotics #Robotics (cs.RO)
- On the Forward Invariance of Neural ODEs
2022/10/10 by Wei Xiao, Tsun-Hsuan Wang, Xiao, Wei +8 · 1 citation
Computer Science · Physics and Astronomy · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural Networks and Applications #Robotics (cs.RO) #Systems and Control (eess.SY) #electronic engineering #information engineering
- PyHopper -- Hyperparameter optimization
2022/10/10 by Mathias Lechner, Lechner, Mathias, Ramin Hasani +7 · 1 citation
Computer Science · Materials Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Machine Learning in Materials Science #Parallel Computing and Optimization Techniques
- In-Place Tokenizer Expansion for Pre-trained LLMs
2026/07/16 by Jimmy T. H. Smith, Tarek Dakhran, Alberto Cabrera +7
#cs.CL #cs.AI #cs.LG