Michael Kirchhof
- Humanity's Last Exam
2025/01/24 by Long Phan, Phan, Long, Alice Gatti +2240 · 9 voices · 106 citations
#cs.LG #cs.AI #cs.CL
- Benchmarking Uncertainty Disentanglement: Specialized Uncertainties for Specialized Tasks
2024/02/29 by Bálint Mucsányi, Mucsányi, Bálint, Michael Kirchhof +3 · 3 voices · 18 citations
#cs.LG #stat.ML
- SelfReflect: Can LLMs Communicate Their Internal Answer Distribution?
2025/05/26 by Michael Kirchhof, Kirchhof, Michael, Luca Füger +11 · 2 voices · 8 citations
Social Sciences · #Artificial Intelligence in Law #Academic integrity and plagiarism #Wikis in Education and Collaboration
- Probabilistic Contrastive Learning Recovers the Correct Aleatoric Uncertainty of Ambiguous Inputs
2023/02/06 by Michael Kirchhof, Kirchhof, Michael, Enkelejda Kasneci +3 · 4 citations
Computer Science · #Generative Adversarial Networks and Image Synthesis #Human Pose and Action Recognition #Domain Adaptation and Few-Shot Learning
- Pretraining with hierarchical memories: separating long-tail and common knowledge
2025/09/29 by Hadi Pouransari, David Grangier, Pouransari, Hadi +8 · 3 voices · 1 citation
Computer Science · Engineering · #Advanced Neural Network Applications #Ferroelectric and Negative Capacitance Devices #Parallel Computing and Optimization Techniques #cs.AI #cs.CL #cs.LG
- Position: Uncertainty Quantification Needs Reassessment for Large-language Model Agents
2025/05/28 by Michael Kirchhof, Kirchhof, Michael, Gjergji Kasneci +3 · 1 voice · 6 citations
#cs.LG #cs.AI #cs.CL
- Shielded Diffusion: Generating Novel and Diverse Images using Sparse Repellency
2024/10/08 by Michael Kirchhof, Kirchhof, Michael, James Thornton +9 · 3 citations
Engineering · Materials Science · Social Sciences · #Computational and Text Analysis Methods #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Nuclear Materials and Properties #Nuclear reactor physics and engineering
- A Non-isotropic Probabilistic Take on Proxy-based Deep Metric Learning
2022/07/08 by Michael Kirchhof, Karsten Roth, Kirchhof, Michael +5 · 1 citation
Computer Science · Medicine · #AI in cancer detection #COVID-19 diagnosis using AI #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- URL: A Representation Learning Benchmark for Transferable Uncertainty Estimates
2023/07/07 by Michael Kirchhof, Bálint Mucsányi, Kirchhof, Michael +5 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare
- Learning Unmasking Policies for Diffusion Language Models
2025/12/09 by Metod Jazbec, Jazbec, Metod, Theo X. Olausson +14 · 2 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Topic Modeling