Naftali Tishby

1. Opening the Black Box of Deep Neural Networks via Information
   2017/03/02 by Ravid Shwartz-Ziv, Naftali Tishby, Shwartz-Ziv, Ravid +1 · 5 voices · 254 citations
   Computer Science · #cs.LG
2. Machine learning and the physical sciences
   2019/03/25 by Giuseppe Carleo, Ignacio Cirac, J. I. Cirac +7 · 2 voices · 153 citations
   Materials Science · Computer Science · Physics and Astronomy · #Machine Learning in Materials Science #Quantum Computing Algorithms and Architecture #Quantum many-body systems
3. The information bottleneck method
   2000/04/24 by Naftali Tishby, Tishby, Naftali, Fernando C. N. Pereira +4 · 409 citations
   Computer Science · Decision Sciences · Engineering · Physics and Astronomy · #Advanced Bandit Algorithms Research #Error Correcting Code Techniques #Wireless Communication Security Techniques #cond-mat.dis-nn #cs.LG #nlin.AO #physics.data-an
4. Deep Learning and the Information Bottleneck Principle
   2015/03/09 by Naftali Tishby, Noga Zaslavsky, Tishby, Naftali +1 · 1 voice · 156 citations
   #cs.LG
5. Multivariate Information Bottleneck
   2013/01/10 by Nir Friedman, Friedman, Nir, Ori Mosenzon +5 · 6 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Rough Sets and Fuzzy Logic
6. Predictive Information
   1999/02/25 by William Bialek, Naftali Tishby, Bialek, William +1 · 2 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · Physics and Astronomy · #Computability, Logic, AI Algorithms #Disordered Systems and Neural Networks (cond-mat.dis-nn) #FOS: Biological sciences #FOS: Physical sciences #Machine Learning and Algorithms #Neurons and Cognition (q-bio.NC) #Statistical Mechanics (cond-mat.stat-mech) #Statistical Mechanics and Entropy #cond-mat.dis-nn #cond-mat.stat-mech #q-bio.NC
7. Predictability, complexity and learning
   2000/07/20 by William Bialek, Ilya Nemenman, Naftali Tishby · 1 voice · 1 citation
   Physics and Astronomy · Computer Science · Biochemistry, Genetics and Molecular Biology · #physics.data-an #cond-mat.dis-nn #cond-mat.other #cs.LG #nlin.AO #q-bio.OT
8. Intrinsic Motivation in Dynamical Control Systems
   2022/12/29 by Stas Tiomkin, Ilya Nemenman, Tiomkin, Stas +5 · 4 citations
   Biochemistry, Genetics and Molecular Biology · Decision Sciences · Social Sciences · #Applied Physics (physics.app-ph) #Artificial Intelligence (cs.AI) #Evolutionary Game Theory and Cooperation #FOS: Computer and information sciences #FOS: Physical sciences #Game Theory and Applications #Gene Regulatory Network Analysis
9. The Dual Information Bottleneck
   2020/06/08 by Zoe Piran, Ravid Shwartz-Ziv, Piran, Zoe +3 · 3 citations
   Computer Science · Decision Sciences · Social Sciences · #Computability, Logic, AI Algorithms #Advanced Bandit Algorithms Research #Misinformation and Its Impacts
10. A Unified Bellman Equation for Causal Information and Value in Markov Decision Processes
    2017/03/05 by Stas Tiomkin, Naftali Tishby, Tiomkin, Stas +1 · 3 citations
    Computer Science · Decision Sciences · Neuroscience · #FOS: Electrical engineering #Game Theory and Applications #Neural dynamics and brain function #Reinforcement Learning in Robotics #Systems and Control (eess.SY) #electronic engineering #information engineering
11. Information-Theoretic Bounded Rationality
    2015/12/21 by Pedro A. Ortega, Ortega, Pedro A., Daniel A. Braun +7 · 1 citation
    Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Computability, Logic, AI Algorithms #Decision-Making and Behavioral Economics #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
12. Semantic categories of artifacts and animals reflect efficient coding
    2019/05/11 by Noga Zaslavsky, Zaslavsky, Noga, Terry Regier +5 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Psychology · Social Sciences · #Categorization, perception, and language #Computation and Language (cs.CL) #FOS: Computer and information sciences #Language and cultural evolution #Machine Learning in Bioinformatics
13. Information and fitness
    2007/12/28 by Samuel F. Taylor, Taylor, Samuel F., Naftali Tishby +3 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Social Sciences · #Evolution and Genetic Dynamics #Evolutionary Game Theory and Cooperation #FOS: Biological sciences #Gene Regulatory Network Analysis #Populations and Evolution (q-bio.PE)