Artemy Kolchinsky
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On the information bottleneck theory of deep learning
AM Saxe, Y Bansal, J Dapello, M Advani, A Kolchinsky, BD Tracey, ...
Journal of Statistical Mechanics: Theory and Experiment 2019 (12), 124020, 2019
Nonlinear information bottleneck
A Kolchinsky, BD Tracey, DH Wolpert
Entropy 21 (12), 1181, 2019
Estimating mixture entropy with pairwise distances
A Kolchinsky, BD Tracey
Entropy 19 (7), 361, 2017
Semantic information, autonomous agency and non-equilibrium statistical physics
A Kolchinsky, DH Wolpert
Interface focus 8 (6), 20180041, 2018
A spectrum of routing strategies for brain networks
A Avena-Koenigsberger, X Yan, A Kolchinsky, MP van den Heuvel, ...
PLoS computational biology 15 (3), e1006833, 2019
Caveats for information bottleneck in deterministic scenarios
A Kolchinsky, BD Tracey, S Van Kuyk
ICLR, 2019
Classification of protein-protein interaction full-text documents using text and citation network features
A Kolchinsky, A Abi-Haidar, J Kaur, AA Hamed, LM Rocha
IEEE/ACM Transactions on Computational Biology and Bioinformatics 7 (3), 400-411, 2010
Dependence of dissipation on the initial distribution over states
A Kolchinsky, DH Wolpert
Journal of Statistical Mechanics: Theory and Experiment 2017 (8), 083202, 2017
Extraction of pharmacokinetic evidence of drug–drug interactions from the literature
A Kolchinsky, A Lourenço, HY Wu, L Li, LM Rocha
PloS one 10 (5), e0122199, 2015
Neural correlates of apparent motion perception of impoverished facial stimuli: a comparison of ERP and ERSP activity
A Rossi, FJ Parada, A Kolchinsky, A Puce
NeuroImage 98, 442-459, 2014
Number of hidden states needed to physically implement a given conditional distribution
JA Owen, A Kolchinsky, DH Wolpert
New Journal of Physics 21 (1), 013022, 2019
A space–time tradeoff for implementing a function with master equation dynamics
DH Wolpert, A Kolchinsky, JA Owen
Nature Communications 10 (1), 1727, 2019
Evaluation of linear classifiers on articles containing pharmacokinetic evidence of drug-drug interactions
A Kolchinsky, A Lourenço, L Li, LM Rocha
Biocomputing 2013, 409-420, 2013
Thermodynamics of computing with circuits
DH Wolpert, A Kolchinsky
New Journal of Physics 22 (6), 063047, 2020
Rethinking animal social complexity measures with the help of complex systems concepts
EA Hobson, V Ferdinand, A Kolchinsky, J Garland
Animal Behaviour 155, 287-296, 2019
Multi-scale integration and predictability in resting state brain activity
A Kolchinsky, MP Van den Heuvel, A Griffa, P Hagmann, LM Rocha, ...
Frontiers in neuroinformatics 8, 66, 2014
A novel approach to multivariate redundancy and synergy
A Kolchinsky
arXiv preprint arXiv:1908.08642, 2019
The minor fall, the major lift: inferring emotional valence of musical chords through lyrics
A Kolchinsky, N Dhande, K Park, YY Ahn
Royal Society open science 4 (11), 170952, 2017
Modularity and the spread of perturbations in complex dynamical systems
A Kolchinsky, AJ Gates, LM Rocha
Physical Review E 92 (6), 060801, 2015
Prediction and modularity in dynamical systems
A Kolchinsky, LM Rocha
arXiv preprint arXiv:1106.3703, 2011
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