Louis, Ard A.

1. Deep learning generalizes because the parameter-function map is biased towards simple functions
   2018/05/22 by Guillermo Valle-Pérez, Chico Q. Camargo, Valle-Pérez, Guillermo +3 · 1 voice · 24 citations
   Computer Science · Mathematics · #Gaussian Processes and Bayesian Inference #Generative Adversarial Networks and Image Synthesis #Neural Networks and Applications #cs.AI #cs.LG #cs.NE #stat.ML
2. Deep neural networks have an inbuilt Occam's razor
   2023/04/13 by Mingard, Chris, Rees, Henry, Valle-Pérez, Guillermo +1 · 6 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
3. Generic predictions of output probability based on complexities of\n inputs and outputs
   2019/10/02 by Kamaludin Dingle, Guillermo Valle Pérez, Dingle, Kamaludin +3 · 3 citations
   Computer Science · Biochemistry, Genetics and Molecular Biology · #Computability, Logic, AI Algorithms #Fractal and DNA sequence analysis #Algorithms and Data Compression
4. An exactly solvable model for emergence and scaling laws in the multitask sparse parity problem
   2024/04/26 by Yoonsoo Nam, Nam, Yoonsoo, Nayara Fonseca +5 · 4 citations
   Physics and Astronomy · #Complex Network Analysis Techniques #Disordered Systems and Neural Networks (cond-mat.dis-nn) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Opinion Dynamics and Social Influence
5. The structure of the genotype-phenotype map strongly constrains the\n evolution of non-coding RNA
   2015/06/17 by Kamaludin Dingle, Steffen Schaper, Dingle, Kamaludin +3 · 2 citations
   Biochemistry, Genetics and Molecular Biology · #Biomolecules (q-bio.BM) #Evolution and Genetic Dynamics #FOS: Biological sciences #Genomics and Phylogenetic Studies #Populations and Evolution (q-bio.PE) #RNA and protein synthesis mechanisms
6. Neural networks are a priori biased towards Boolean functions with low entropy
   2019/09/25 by Mingard, Chris, Skalse, Joar, Valle-Pérez, Guillermo +3 · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
7. Generalization bounds for deep learning
   2020/12/07 by Valle-Pérez, Guillermo, Louis, Ard A. · 1 citation
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE)