Andreas Kirsch
- Turning Up the Heat: Min-p Sampling for Creative and Coherent LLM Outputs
2024/07/01 by Minh‐Hoang Nguyen, Minh Nhat Nguyen, Nguyen, Minh Nhat +10 · 4 voices · 39 citations
Psychology · #Creativity in Education and Neuroscience
- BatchBALD: Efficient and Diverse Batch Acquisition for Deep Bayesian Active Learning
2019/06/19 by Andreas Kirsch, Kirsch, Andreas, Joost van Amersfoort +3 · 33 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
- Deep Deterministic Uncertainty: A Simple Baseline
2021/02/23 by Jishnu Mukhoti, Mukhoti, Jishnu, Andreas Kirsch +7 · 33 citations
Engineering · Computer Science · Materials Science · #Fault Detection and Control Systems #Machine Learning and Algorithms #Machine Learning in Materials Science
- Plex: Towards Reliability using Pretrained Large Model Extensions
2022/07/15 by Dustin Tran, Jeremiah Liu, Tran, Dustin +49 · 7 citations
Computer Science · #Multimodal Machine Learning Applications #Topic Modeling #Domain Adaptation and Few-Shot Learning
- Causal-BALD: Deep Bayesian Active Learning of Outcomes to Infer Treatment-Effects from Observational Data
2021/11/03 by Andrew Jesson, Panagiotis Tigas, Jesson, Andrew +9 · 3 citations
Computer Science · Mathematics · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification #Statistical Methods and Inference
- MDP environments for the OpenAI Gym
2017/09/26 by Andreas Kirsch, Kirsch, Andreas · 2 citations
Computer Science · #Reinforcement Learning in Robotics #Distributed and Parallel Computing Systems #Evolutionary Algorithms and Applications
- (Implicit) Ensembles of Ensembles: Epistemic Uncertainty Collapse in Large Models
2024/09/04 by Andreas Kirsch, Kirsch, Andreas · 4 citations
Decision Sciences · Arts and Humanities · #Scientific Computing and Data Management #Philosophy and History of Science
- Factorization of the far-field operator for the inhomogeneous medium case and an application in inverse scattering theory
1999/01/01 by Andreas Kirsch · 1 citation
- CoLoR-Filter: Conditional Loss Reduction Filtering for Targeted Language Model Pre-training
2024/06/15 by David Brandfonbrener, Brandfonbrener, David, Hanlin Zhang +7 · 4 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Speech Recognition and Synthesis
- An Introduction to the Mathematical Theory of Inverse Problems
2021/01/01 by Andreas Kirsch · 3 citations
Mathematics · #Numerical methods in inverse problems
- All models are wrong, some are useful: Model Selection with Limited Labels
2024/10/17 by Patrik Okanovic, Okanovic, Patrik, Andreas Kirsch +8 · 2 citations
Computer Science · #Machine Learning and Data Classification