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learning-theory

Here are 16 public repositories matching this topic...

grasp-lyrl / modelzoo_continual

Model Zoos for Continual Learning (ICLR 22)

deep-learning pytorch learning-theory lifelong-learning continual-learning iclr2022

Updated May 29, 2023
Python

HamBa-m / scinis-learn

Scinis-learn is a package of non-OOP functions for Machine Learning developed by young Moroccan AI engineering students from scratch.

python machine-learning functional-programming learning-theory

Updated Nov 17, 2023
Python

nzw0301 / pb-contrastive

#UAI2020 Codes for PAC-Bayesian Contrastive Unsupervised Representation Learning

pytorch representation-learning learning-theory pac-bayes contrastie-learning

Updated May 23, 2022
Python

ericzhao28 / multidistributionlearning

Official implementation of On-Demand Sampling: Learning Optimally from Multiple Distributions (Neurips 2022)

learning-theory federated-learning min-max-optimization gdro

Updated Oct 25, 2022
Python

rahul13ramesh / MultiTask_ModelZoo

Implementation of https://arxiv.org/abs/2106.03027

model-zoo transfer-learning learning-theory lifelong-learning continual-learning multitask-learning

Updated Feb 16, 2022
Python

johnjaejunlee95 / synergistic-multimodal

Official code for Paper: "Can One Modality Model Synergize Training of Other Modality Models?" implemented in PyTorch

learning-theory multimodal-learning

Updated Mar 5, 2025
Python

j2kun / guess-the-polynomial

A program that learns your polynomial using just two queries

polynomials learning-theory

Updated Jun 9, 2020
Python

gletarte / dichotomize-and-generalize

PAC-Bayesian Binary Activated Deep Neural Networks

deep-learning neural-network learning-theory generalization pac-bayes

Updated Jul 25, 2024
Python

juliusberner / theory2practice

Learning ReLU networks to high uniform accuracy is intractable (ICLR 2023)

deep-learning machine-learning-algorithms pytorch neural-networks learning-theory adversarial-examples weights-and-biases ray-tune

Updated Feb 6, 2023
Python

j2kun / binary-search-graphs

Python code for the post "Binary Search on Graphs"

python graphs mathematics graph-theory binary-search learning-theory

Updated Jun 9, 2020
Python

sourav22899 / k-sets-problem

Official code for k-experts - Online Policies and Fundamental Limits, AISTATS 2022

python online-learning structured-prediction learning-theory

Updated Jul 21, 2024
Python

mdsunivie / theory2practice

Training ReLU networks to high uniform accuracy is intractable

deep-learning machine-learning-algorithms pytorch neural-networks learning-theory adversarial-examples weights-and-biases ray-tune

Updated Nov 14, 2022
Python

ndsgit01 / learning-theory

- Rademacher complexity - ERM algo on boolean conjunction prediction - online learning

learning-theory

Updated Aug 14, 2023
Python

fiidalgo / boolean-evolvability

Simulating evolvability of Boolean functions using genetic algorithms using Valiant's theoretical model. Explores how evolvability depends on input distributions, how constraints affect evolutionary learning, and how robustness trades off with the complexity of evolvable mechanisms

learning-theory evolvability

Updated May 15, 2025
Python

quantumsoftwarelab / qpsq-learning

Code for arxiv:2310.02075

qml learning-theory qiskit

Updated Dec 11, 2024
Python

pfekin / summation-based-transformers

Linear-time sequence modeling that replaces attention's O(n²d) complexity with O(nd) summation-based aggregation. Demonstrates constraint-driven emergence: how functional representations can develop from optimization pressure and architectural constraints alone, without explicit pairwise interactions.

Updated Sep 17, 2025
Python

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