A Geometric Modeling of Occam's Razor in Deep Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Sun, Ke, Nielsen, Frank |
|---|---|
| Format: | Preprint |
| Published: |
2019
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Occam's Razor is Only as Sharp as Your ELBO
by: Harvey, Ethan, et al.
Published: (2026)
by: Harvey, Ethan, et al.
Published: (2026)
Occam's Razor for Self Supervised Learning: What is Sufficient to Learn Good Representations?
by: Ibrahim, Mark, et al.
Published: (2024)
by: Ibrahim, Mark, et al.
Published: (2024)
Shaving Weights with Occam's Razor: Bayesian Sparsification for Neural Networks Using the Marginal Likelihood
by: Dhahri, Rayen, et al.
Published: (2024)
by: Dhahri, Rayen, et al.
Published: (2024)
In-Context Occam's Razor: How Transformers Prefer Simpler Hypotheses on the Fly
by: Deora, Puneesh, et al.
Published: (2025)
by: Deora, Puneesh, et al.
Published: (2025)
Occam Gradient Descent
by: Kausik, B. N.
Published: (2024)
by: Kausik, B. N.
Published: (2024)
Occam's Razor and Bender and Koller's Octopus
by: Guerzhoy, Michael
Published: (2024)
by: Guerzhoy, Michael
Published: (2024)
Deep neural networks have an inbuilt Occam's razor
by: Mingard, Chris, et al.
Published: (2023)
by: Mingard, Chris, et al.
Published: (2023)
RL's Razor: Why Online Reinforcement Learning Forgets Less
by: Shenfeld, Idan, et al.
Published: (2025)
by: Shenfeld, Idan, et al.
Published: (2025)
Simple or Simplistic? Scientists' Views on Occam's Razor
by: Hauke Riesch
Published: (2010)
by: Hauke Riesch
Published: (2010)
In-context learning and Occam's razor
by: Elmoznino, Eric, et al.
Published: (2024)
by: Elmoznino, Eric, et al.
Published: (2024)
Learning on a Razor's Edge: Identifiability and Singularity of Polynomial Neural Networks
by: Shahverdi, Vahid, et al.
Published: (2025)
by: Shahverdi, Vahid, et al.
Published: (2025)
Do Language Models Follow Occam's Razor? An Evaluation of Parsimony in Inductive and Abductive Reasoning
by: Sun, Yunxin, et al.
Published: (2025)
by: Sun, Yunxin, et al.
Published: (2025)
OccamNets: Mitigating Dataset Bias by Favoring Simpler Hypotheses
by: Shrestha, Robik, et al.
Published: (2022)
by: Shrestha, Robik, et al.
Published: (2022)
Statistical learning theory and Occam's razor: The core argument
by: Sterkenburg, Tom F.
Published: (2023)
by: Sterkenburg, Tom F.
Published: (2023)
Qrazor: Reliable and Effortless 4-bit LLM Quantization by Significant Data Razoring
by: Lee, Dongyoung, et al.
Published: (2025)
by: Lee, Dongyoung, et al.
Published: (2025)
On the equivalence of Occam algorithms
by: Keinath-Esmail, Zaman
Published: (2023)
by: Keinath-Esmail, Zaman
Published: (2023)
Superchannel without Tears: A Generalized Occam's Razor for Quantum Processes
by: Xiao, Yunlong
Published: (2025)
by: Xiao, Yunlong
Published: (2025)
RNAMunin: A Deep Machine Learning Model for Non-coding RNA Discovery
by: Lui, Lauren, et al.
Published: (2025)
by: Lui, Lauren, et al.
Published: (2025)
Occam's model: Selecting simpler representations for better transferability estimation
by: Singh, Prabhant, et al.
Published: (2025)
by: Singh, Prabhant, et al.
Published: (2025)
RazorAttention: Efficient KV Cache Compression Through Retrieval Heads
by: Tang, Hanlin, et al.
Published: (2024)
by: Tang, Hanlin, et al.
Published: (2024)
EdgeRazor: A Lightweight Framework for Large Language Models via Mixed-Precision Quantization-Aware Distillation
by: Zhang, Shu-Hao, et al.
Published: (2026)
by: Zhang, Shu-Hao, et al.
Published: (2026)
OccamVTS: Distilling Vision Models to 1% Parameters for Time Series Forecasting
by: Lyu, Sisuo, et al.
Published: (2025)
by: Lyu, Sisuo, et al.
Published: (2025)
OccamLLM: Fast and Exact Language Model Arithmetic in a Single Step
by: Dugan, Owen, et al.
Published: (2024)
by: Dugan, Owen, et al.
Published: (2024)
General Mathematical Proof of Occam's Razor; Upgrading Theoretical Physicists' Methodology
by: Leuenberger, Gabriel
Published: (2025)
by: Leuenberger, Gabriel
Published: (2025)
Geometric structures and deviations on James' symmetric positive-definite matrix bicone domain
by: Karwowski, Jacek, et al.
Published: (2026)
by: Karwowski, Jacek, et al.
Published: (2026)
On the Completeness of Invariant Geometric Deep Learning Models
by: Li, Zian, et al.
Published: (2024)
by: Li, Zian, et al.
Published: (2024)
Fisher-Rao distance and pullback SPD cone distances between multivariate normal distributions
by: Nielsen, Frank
Published: (2023)
by: Nielsen, Frank
Published: (2023)
Leo Breiman, the Rashomon Effect, and the Occam Dilemma
by: Rudin, Cynthia
Published: (2025)
by: Rudin, Cynthia
Published: (2025)
A note on the Artstein-Avidan-Milman's generalized Legendre transforms
by: Nielsen, Frank
Published: (2025)
by: Nielsen, Frank
Published: (2025)
Rhomboid Tiling for Geometric Graph Deep Learning
by: Zhang, Yipeng, et al.
Published: (2025)
by: Zhang, Yipeng, et al.
Published: (2025)
The Role of Fibration Symmetries in Geometric Deep Learning
by: Velarde, Osvaldo, et al.
Published: (2024)
by: Velarde, Osvaldo, et al.
Published: (2024)
Simplifying Momentum-based Positive-definite Submanifold Optimization with Applications to Deep Learning
by: Lin, Wu, et al.
Published: (2023)
by: Lin, Wu, et al.
Published: (2023)
The Loss Kernel: A Geometric Probe for Deep Learning Interpretability
by: Adam, Maxwell, et al.
Published: (2025)
by: Adam, Maxwell, et al.
Published: (2025)
The Propagation Field: A Geometric Substrate Theory of Deep Learning
by: Gu, Xingrui
Published: (2026)
by: Gu, Xingrui
Published: (2026)
Lightweight Geometric Deep Learning for Molecular Modelling in Catalyst Discovery
by: Geitner, Patrick
Published: (2024)
by: Geitner, Patrick
Published: (2024)
A Geometric Graph-Based Deep Learning Model for Drug-Target Affinity Prediction
by: Rana, Md Masud, et al.
Published: (2025)
by: Rana, Md Masud, et al.
Published: (2025)
Mathematical Foundations of Geometric Deep Learning
by: Borde, Haitz Sáez de Ocáriz, et al.
Published: (2025)
by: Borde, Haitz Sáez de Ocáriz, et al.
Published: (2025)
Divergences induced by dual subtractive and divisive normalizations of exponential families and their convex deformations
by: Nielsen, Frank
Published: (2023)
by: Nielsen, Frank
Published: (2023)
Symplectic Bregman divergences
by: Nielsen, Frank
Published: (2024)
by: Nielsen, Frank
Published: (2024)
Two tales for a geometric Jensen--Shannon divergence
by: Nielsen, Frank
Published: (2025)
by: Nielsen, Frank
Published: (2025)
Similar Items
-
Occam's Razor is Only as Sharp as Your ELBO
by: Harvey, Ethan, et al.
Published: (2026) -
Occam's Razor for Self Supervised Learning: What is Sufficient to Learn Good Representations?
by: Ibrahim, Mark, et al.
Published: (2024) -
Shaving Weights with Occam's Razor: Bayesian Sparsification for Neural Networks Using the Marginal Likelihood
by: Dhahri, Rayen, et al.
Published: (2024) -
In-Context Occam's Razor: How Transformers Prefer Simpler Hypotheses on the Fly
by: Deora, Puneesh, et al.
Published: (2025) -
Occam Gradient Descent
by: Kausik, B. N.
Published: (2024)