Binarized Neural Networks Converge Toward Algorithmic Simplicity: Empirical Support for the Learning-as-Compression Hypothesis
Fuente:
arXiv
Saved in:
| Main Authors: | Sakabe, Eduardo Y., Abrahão, Felipe S., Simões, Alexandre, Colombini, Esther, Costa, Paula, Gudwin, Ricardo, Zenil, Hector |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
The Serial Scaling Hypothesis
by: Liu, Yuxi, et al.
Published: (2025)
by: Liu, Yuxi, et al.
Published: (2025)
Understanding the Nature of Generative AI as Threshold Logic in High-Dimensional Space
by: Levin, Ilya
Published: (2026)
by: Levin, Ilya
Published: (2026)
Simulating and model checking membrane systems using strategies in Maude
by: Rubio, Rubén, et al.
Published: (2024)
by: Rubio, Rubén, et al.
Published: (2024)
Tricks and Plug-ins for Gradient Boosting with Transformers
by: Fang, Biyi, et al.
Published: (2025)
by: Fang, Biyi, et al.
Published: (2025)
Teaching and Learning under Deductive Errors
by: Telle, Jan Arne, et al.
Published: (2026)
by: Telle, Jan Arne, et al.
Published: (2026)
Normal forms in Virus Machines
by: Ramírez-de-Arellano, A., et al.
Published: (2024)
by: Ramírez-de-Arellano, A., et al.
Published: (2024)
Beyond Universal Approximation Theorems: Algorithmic Uniform Approximation by Neural Networks Trained with Noisy Data
by: Kratsios, Anastasis, et al.
Published: (2025)
by: Kratsios, Anastasis, et al.
Published: (2025)
Theoretical Analysis of Positional Encodings in Transformer Models: Impact on Expressiveness and Generalization
by: Li, Yin
Published: (2025)
by: Li, Yin
Published: (2025)
Near-Optimal Bootstrapping of Hitting Sets for Algebraic Models
by: Kumar, Mrinal, et al.
Published: (2018)
by: Kumar, Mrinal, et al.
Published: (2018)
Smaller Depth-2 Linear Circuits for Disjointness Matrices
by: Ye, Lixi
Published: (2026)
by: Ye, Lixi
Published: (2026)
Propositional dynamic logic and asynchronous cascade decompositions for regular trace languages
by: Adsul, Bharat, et al.
Published: (2024)
by: Adsul, Bharat, et al.
Published: (2024)
Red-Blue Pebbling with Multiple Processors: Time, Communication and Memory Trade-offs
by: Böhnlein, Toni, et al.
Published: (2024)
by: Böhnlein, Toni, et al.
Published: (2024)
The Complexity of Iterated Reversible Computation
by: Eppstein, David
Published: (2021)
by: Eppstein, David
Published: (2021)
Graded Transformers
by: Shaska Sr, Tony
Published: (2025)
by: Shaska Sr, Tony
Published: (2025)
Completeness classes in algebraic complexity theory
by: Bürgisser, Peter
Published: (2024)
by: Bürgisser, Peter
Published: (2024)
The Impact of Partial Computations on the Red-Blue Pebble Game
by: Papp, Pál András, et al.
Published: (2025)
by: Papp, Pál András, et al.
Published: (2025)
Truth-Aware Decoding: A Program-Logic Approach to Factual Language Generation
by: Alpay, Faruk, et al.
Published: (2025)
by: Alpay, Faruk, et al.
Published: (2025)
Shifted Partial Derivative Polynomial Rank and Codimension
by: Edwards, Darren J.
Published: (2025)
by: Edwards, Darren J.
Published: (2025)
Commutative N-polyregular functions
by: Lopez, Aliaume
Published: (2024)
by: Lopez, Aliaume
Published: (2024)
Quantum Deep Learning Still Needs a Quantum Leap
by: Gundlach, Hans, et al.
Published: (2025)
by: Gundlach, Hans, et al.
Published: (2025)
Reversible computations are computations
by: Aubert, Clément, et al.
Published: (2025)
by: Aubert, Clément, et al.
Published: (2025)
On Woolhouse's Cotton-Spinning Problem
by: Groote, Jan Friso, et al.
Published: (2024)
by: Groote, Jan Friso, et al.
Published: (2024)
Weighing Obese Timed Languages
by: Asarin, Eugene, et al.
Published: (2025)
by: Asarin, Eugene, et al.
Published: (2025)
Computing the Bandwidth of Meager Timed Automata
by: Asarin, Eugene, et al.
Published: (2024)
by: Asarin, Eugene, et al.
Published: (2024)
Explicit separations between randomized and deterministic Number-on-Forehead communication
by: Kelley, Zander, et al.
Published: (2023)
by: Kelley, Zander, et al.
Published: (2023)
Monitoring Hyperproperties over Observed and Constructed Traces
by: Chalupa, Marek, et al.
Published: (2025)
by: Chalupa, Marek, et al.
Published: (2025)
Insignificant Choice Polynomial Time: A Logic Capturing PTIME
by: Schewe, Klaus-Dieter
Published: (2020)
by: Schewe, Klaus-Dieter
Published: (2020)
Leakage-Resilient Hardness Equivalence to Logspace Derandomization
by: Shalunov, Yakov
Published: (2023)
by: Shalunov, Yakov
Published: (2023)
Efficient Binary Decision Diagram Manipulation in External Memory
by: Sølvsten, Steffan Christ, et al.
Published: (2021)
by: Sølvsten, Steffan Christ, et al.
Published: (2021)
Psi-Turing Machines: Bounded Introspection for Complexity Barriers and Oracle Separations
by: Huseynzade, Rafig
Published: (2025)
by: Huseynzade, Rafig
Published: (2025)
Conformance Games for Graded Semantics
by: Forster, Jonas, et al.
Published: (2024)
by: Forster, Jonas, et al.
Published: (2024)
Verification of Quantum Protocols Adopting Physically Admissible Schedulers
by: Ceragioli, Lorenzo, et al.
Published: (2026)
by: Ceragioli, Lorenzo, et al.
Published: (2026)
Constraint Satisfaction Problems over Finitely Bounded Homogeneous Structures: a Dichotomy between FO and L-hard
by: Dorochko, Leonid, et al.
Published: (2026)
by: Dorochko, Leonid, et al.
Published: (2026)
Shrinkage under Random Projections, and Cubic Formula Lower Bounds for $\mathsf{AC}^0$
by: Filmus, Yuval, et al.
Published: (2020)
by: Filmus, Yuval, et al.
Published: (2020)
A Formalization of Co-Transcriptional Splicing as an Operation on Formal Languages
by: Cho, Da-Jung, et al.
Published: (2025)
by: Cho, Da-Jung, et al.
Published: (2025)
Deep Neural Networks with General Activations: Super-Convergence in Sobolev Norms
by: Yang, Yahong, et al.
Published: (2025)
by: Yang, Yahong, et al.
Published: (2025)
The Algebra of Nondeterministic Finite Automata
by: Gorrieri, Roberto
Published: (2023)
by: Gorrieri, Roberto
Published: (2023)
Axiomatizing NFAs Generated by Regular Grammars
by: Gorrieri, Roberto
Published: (2024)
by: Gorrieri, Roberto
Published: (2024)
Autoencoded UMAP-Enhanced Clustering for Unsupervised Learning
by: Chavooshi, Malihehsadat, et al.
Published: (2025)
by: Chavooshi, Malihehsadat, et al.
Published: (2025)
Quantum Advantage in Computational Chemistry?
by: Gundlach, Hans, et al.
Published: (2025)
by: Gundlach, Hans, et al.
Published: (2025)
Similar Items
-
The Serial Scaling Hypothesis
by: Liu, Yuxi, et al.
Published: (2025) -
Understanding the Nature of Generative AI as Threshold Logic in High-Dimensional Space
by: Levin, Ilya
Published: (2026) -
Simulating and model checking membrane systems using strategies in Maude
by: Rubio, Rubén, et al.
Published: (2024) -
Tricks and Plug-ins for Gradient Boosting with Transformers
by: Fang, Biyi, et al.
Published: (2025) -
Teaching and Learning under Deductive Errors
by: Telle, Jan Arne, et al.
Published: (2026)