Ramin Hasani
- Liquid Time-constant Networks
2020/06/08 by Ramin Hasani, Mathias Lechner, Hasani, Ramin +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, Hasani, Ramin, Mathias Lechner +9 · 17 citations
Computer Science · #Neural Networks and Applications #Speech Recognition and Synthesis #Blind Source Separation Techniques
- Efficient Dataset Distillation Using Random Feature Approximation
2022/10/21 by Noel Loo, Loo, Noel, Ramin Hasani +5 · 14 citations
Computer Science · #Gaussian Processes and Bayesian Inference #Advanced Neural Network Applications #Machine Learning and Data Classification
- 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
- 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
- State-Free Inference of State-Space Models: The Transfer Function Approach
2024/05/10 by Rom N. Parnichkun, Stefano Massaroli, Parnichkun, Rom N. +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
- Gaussian Splatting to Real World Flight Navigation Transfer with Liquid Networks
2024/06/21 by Alex Quach, Quach, Alex, Makram Chahine +7 · 3 citations
Engineering · #68T40 #68U20 #93C85 #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #I.2.6 #I.2.9 #Robotics (cs.RO) #Satellite Communication Systems #Spacecraft Design and Technology #Spacecraft Dynamics and Control
- 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)
- BarrierNet: A Safety-Guaranteed Layer for Neural Networks
2021/11/22 by Wei Xiao, Xiao, Wei, Ramin Hasani +5 · 1 citation
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning and Algorithms #Robotics (cs.RO) #Systems and Control (eess.SY) #electronic engineering #information engineering
- On the Forward Invariance of Neural ODEs
2022/10/10 by Wei Xiao, Xiao, Wei, Tsun-Hsuan Wang +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
- Evolution of Neural Tangent Kernels under Benign and Adversarial Training
2022/10/21 by Noel Loo, Ramin Hasani, Loo, Noel +5 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE)
- Parallelization of Non-linear State-Space Models: Scaling Up Liquid-Resistance Liquid-Capacitance Networks for Efficient Sequence Modeling
2025/05/27 by Mónika Farsang, Farsang, Mónika, Ramin Hasani +5 · 4 citations
Computer Science · Materials Science · Physics and Astronomy · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science #Model Reduction and Neural Networks #Neural and Evolutionary Computing (cs.NE) #Parallel Computing and Optimization Techniques