Timo Bremer

4 papers · 2018–2022 · 2 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

Jump to papers ↓

🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (15) 🐣 Hot Topic Early Bird

Venues

NeurIPS (3) CVPR (1)

Top co-authors

Rushil Anirudh (2) Bhavya Kailkhura (2) Jayaraman Thiagarajan (2) Qunwei Li (1) Vivek Sivaraman Narayanaswamy (1) Sara Fridovich-Keil (1) Brian Bartoldson (1) Jize Zhang (1) James Diffenderfer (1) K. Aditya Mohan (1)

Research topics

Deep Learning (3) Machine Learning (3) Learning Types · Deep Learning (3) Artificial Intelligence (2) Learning Types · Machine Learning (2) Computer Vision (1) Application Areas (1) Architectures (1) Core AI (1) Domain-Specific (1) Learning Paradigms (1) Optimization & Theory (1)

Keywords

distribution shift (2) neural tangent kernel (1) transfer learning (1) epistemic uncertainty (1) model robustness (1) medical imaging (1) data augmentation (1) image reconstruction (1) fourier analysis (1) out-of-distribution generalization (1) machine learning (1) spectral analysis (1) outlier rejection (1) convolutional neural network (1) foundation model (1) out-of-distribution detection (1) uncertainty estimation (1) generalization gap (1) statistical mechanics (1) computed tomography (1)

Papers

Models Out of Line: A Fourier Lens on Distribution Shift Robustness NeurIPS 2022 Single Model Uncertainty Estimation via Stochastic Data Centering NeurIPS 2022 A Statistical Mechanics Framework for Task-Agnostic Sample Design in Machine Learning NeurIPS 2020 Lose the Views: Limited Angle CT Reconstruction via Implicit Sinogram Completion CVPR 2018