Katherine Heller
- Underspecification Presents Challenges for Credibility in Modern Machine Learning
2020/11/06 by Alexander D'Amour, Alexander D’Amour, D'Amour, Alexander +81 · 8 voices · 42 citations
Computer Science · Mathematics · #Explainable Artificial Intelligence (XAI) #Machine Learning in Healthcare #Topic Modeling #cs.LG #stat.ML
- Stop treating `AGI' as the north-star goal of AI research
2025/02/06 by Borhane Blili-Hamelin, Christopher Graziul, Blili-Hamelin, Borhane +29 · 20 voices · 11 citations
#cs.CY
- Helping or Herding? Reward Model Ensembles Mitigate but do not Eliminate Reward Hacking
2023/12/14 by Jacob Eisenstein, Chirag Nagpal, Eisenstein, Jacob +24 · 2 voices · 23 citations
Computer Science · #Explainable Artificial Intelligence (XAI) #Natural Language Processing Techniques #Topic Modeling #cs.LG
- Efficient and Scalable Bayesian Neural Nets with Rank-1 Factors
2020/05/14 by Michael W. Dusenberry, Dusenberry, Michael W., Ghassen Jerfel +13 · 15 citations
Computer Science · #Adversarial Robustness in Machine Learning #Advanced Neural Network Applications #Anomaly Detection Techniques and Applications
- Batch Calibration: Rethinking Calibration for In-Context Learning and Prompt Engineering
2023/09/29 by Han Zhou, Xingchen Wan, Zhou, Han +11 · 12 citations
Computer Science · Health Professions · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Interpreting and Communication in Healthcare #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
- Evaluation Gaps in Machine Learning Practice
2022/05/11 by Ben Hutchinson, Hutchinson, Ben, Negar Rostamzadeh +7 · 6 citations
Social Sciences · Computer Science · #Ethics and Social Impacts of AI #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI)
- An Improved Multi-Output Gaussian Process RNN with Real-Time Validation\n for Early Sepsis Detection
2017/08/19 by Joseph Futoma, Futoma, Joseph, Sanjay Hariharan +13 · 6 citations
Medicine · Computer Science · Biochemistry, Genetics and Molecular Biology · #Sepsis Diagnosis and Treatment #Machine Learning in Healthcare #Metabolomics and Mass Spectrometry Studies
- Parallelizing MCMC with Random Partition Trees
2015/06/10 by Xiangyu Wang, Wang, Xiangyu, Fangjian Guo +5 · 1 citation
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods
- Understanding challenges to the interpretation of disaggregated evaluations of algorithmic fairness
2025/06/04 by Stephen R. Pfohl, Pfohl, Stephen R., Natalie Harris +27 · 1 voice · 3 citations
#stat.ML #cs.CY #cs.LG
- Speech Recognition With LLMs Adapted to Disordered Speech Using Reinforcement Learning
2024/12/25 by Chirag Nagpal, Nagpal, Chirag, Subhashini Venugopalan +9 · 1 citation
Computer Science · #Speech and Audio Processing #Speech Recognition and Synthesis