Andreas Look

Publication Activity (10 Years)

Years Active: 2018-2023
Publications (10 Years): 12

Top Topics

Monte Carlo Sampling

Autonomous Driving

Discriminative Classifiers

Top Venues

IEEE Trans. Pattern Anal. Mach. Intell.

Publications

Andreas Look, Melih Kandemir, Barbara Rakitsch, Jan Peters
Sampling-Free Probabilistic Deep State-Space Models. CoRR (2023)
Andreas Look, Melih Kandemir, Barbara Rakitsch, Jan Peters
A Deterministic Approximation to Neural SDEs. IEEE Trans. Pattern Anal. Mach. Intell. 45 (4) (2023)
Andreas Look, Barbara Rakitsch, Melih Kandemir, Jan Peters
Cheap and Deterministic Inference for Deep State-Space Models of Interacting Dynamical Systems. Trans. Mach. Learn. Res. 2023 (2023)
Ali Keysan, Andreas Look, Eitan Kosman, Gonca Gürsun, Jörg Wagner, Yu Yao, Barbara Rakitsch
Can you text what is happening? Integrating pre-trained language encoders into trajectory prediction models for autonomous driving. CoRR (2023)
Andreas Look, Melih Kandemir, Barbara Rakitsch, Jan Peters
Cheap and Deterministic Inference for Deep State-Space Models of Interacting Dynamical Systems. CoRR (2023)
Manuel Haußmann, Sebastian Gerwinn, Andreas Look, Barbara Rakitsch, Melih Kandemir
Learning Partially Known Stochastic Dynamics with Empirical PAC Bayes. AISTATS (2021)
Manuel Haußmann, Sebastian Gerwinn, Andreas Look, Barbara Rakitsch, Melih Kandemir
Learning Partially Known Stochastic Dynamics with Empirical PAC Bayes. CoRR (2020)
Andreas Look, Simona Doneva, Melih Kandemir, Rainer Gemulla, Jan Peters
Differentiable Implicit Layers. CoRR (2020)
Andreas Look, Chen Qiu, Maja Rudolph, Jan Peters, Melih Kandemir
Deterministic Inference of Neural Stochastic Differential Equations. CoRR (2020)
Andreas Look, Stefan Riedelbauch
Dealing with Limited Access to Data: Comparison of Deep Learning Approaches. IJCNN (2019)
Andreas Look, Melih Kandemir
Differential Bayesian Neural Nets. CoRR (2019)
Andreas Look, Oliver Kirschner, Stefan Riedelbauch
Building Robust Classifiers with Generative Adversarial Networks for Detecting Cavitation in Hydraulic Turbines. ICPRAM (2018)