Monotonicity Regularization: Improved Penalties and Novel Applications
to Disentangled Representation Learning and Robust Classification

Monotonicity Regularization: Improved Penalties and Novel Applications to Disentangled Representation Learning and Robust Classification

17 May 2022

Mohamed Osama Ahmed

Hossein Hajimirsadeghi

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Papers citing "Monotonicity Regularization: Improved Penalties and Novel Applications to Disentangled Representation Learning and Robust Classification"

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Title
MonoKAN: Certified Monotonic Kolmogorov-Arnold Network Alejandro Polo-Molina David Alfaya José M. Portela 48 2 0 17 Sep 2024
A Mathematical Certification for Positivity Conditions in Neural Networks with Applications to Partial Monotonicity and Ethical AI Alejandro Polo-Molina David Alfaya José M. Portela 53 1 0 12 Jun 2024
OIL-AD: An Anomaly Detection Framework for Sequential Decision Sequences Chen Wang S. Erfani T. Alpcan Christopher Leckie OffRL 59 3 0 07 Feb 2024
Constraining Representations Yields Models That Know What They Don't Know João Monteiro Pau Rodríguez López Pierre-Andre Noel I. Laradji David Vazquez AAML 111 0 0 30 Aug 2022