Ilja Kuzborskij
- To Believe or Not to Believe Your LLM
2024/06/04 by Yasin Abbasi Yadkori, Ilja Kuzborskij, Yadkori, Yasin Abbasi +5 · 1 voice · 31 citations
Social Sciences · #Artificial Intelligence in Law #Comparative and International Law Studies #cs.AI #cs.CL #cs.LG
- Mitigating LLM Hallucinations via Conformal Abstention
2024/04/04 by Yasin Abbasi Yadkori, Yadkori, Yasin Abbasi, Ilja Kuzborskij +21 · 12 citations
Mathematics · Neuroscience · Physics and Astronomy · #Artificial Intelligence (cs.AI) #Benford’s Law and Fraud Detection #Computation and Language (cs.CL) #FOS: Computer and information sciences #Hallucinations in medical conditions #Machine Learning (cs.LG) #Quantum Mechanics and Applications
- PAC-Bayes Analysis Beyond the Usual Bounds
2020/06/23 by Omar Rivasplata, Rivasplata, Omar, Ilja Kuzborskij +5 · 5 citations
Computer Science · Mathematics · #Machine Learning and Algorithms #Gaussian Processes and Bayesian Inference #Statistical Methods and Inference
- Stability & Generalisation of Gradient Descent for Shallow Neural Networks without the Neural Tangent Kernel
2021/07/27 by Dominic Richards, Richards, Dominic, Ilja Kuzborskij +1 · 4 citations
Computer Science · #Advanced Neural Network Applications #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Machine Learning and ELM #Statistics Theory (math.ST)
- Tighter PAC-Bayes Bounds Through Coin-Betting
2023/02/12 by Kyoungseok Jang, Jang, Kyoungseok, Kwang-Sung Jun +5 · 3 citations
Computer Science · #Machine Learning and Algorithms #Adversarial Robustness in Machine Learning #Machine Learning and Data Classification
- Distribution-Dependent Analysis of Gibbs-ERM Principle
2019/02/05 by Ilja Kuzborskij, Nicolò Cesa‐Bianchi, Kuzborskij, Ilja +3 · 1 citation
Mathematics · Computer Science · #Markov Chains and Monte Carlo Methods #Gaussian Processes and Bayesian Inference #Machine Learning and Algorithms
- Locally-Adaptive Nonparametric Online Learning
2020/02/05 by Ilja Kuzborskij, Kuzborskij, Ilja, Nicolò Cesa‐Bianchi +1 · 1 citation
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
- Better-than-KL PAC-Bayes Bounds
2024/02/14 by Ilja Kuzborskij, Kwang-Sung Jun, Kuzborskij, Ilja +7 · 1 citation
Computer Science · Decision Sciences · #Data Mining Algorithms and Applications #Data Quality and Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Rough Sets and Fuzzy Logic