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Julian Lienen's Projects

ailibs icon ailibs

A Java library for infrastructural classes and basic algorithms in the area reasoning, search, and machine learning

awesome-conformal-prediction icon awesome-conformal-prediction

A professionally curated list of awesome Conformal Prediction videos, tutorials, books, papers, PhD theses, articles and open-source libraries.

c2s2l icon c2s2l

Supplementary material and code for "Conformal Credal Self-Supervised Learning" as published at COPA 2021.

cs-ranking icon cs-ranking

Context-sensitive ranking and choice in Python with Tensorflow

cssl icon cssl

Code for "Credal Self-Supervised Learning" as published at NeurIPS 2021.

fixmatch icon fixmatch

A simple method to perform semi-supervised learning with limited data.

fsx icon fsx

Microsoft Flight Simulator (FSX) RESTful API and user interface to control user aircraft

instanceweightingdataimprecisiation icon instanceweightingdataimprecisiation

Code for the paper "Instance Weighting through Data Imprecisiation" by Julian Lienen and Eyke Hüllermeier (International Journal of Approximate Reasoning [IJAR], 2021).

labelrelaxation icon labelrelaxation

Supplementary material and code for "From Label Smoothing to Label Relaxation" as published at AAAI 2021.

memorizationdilation icon memorizationdilation

Code for "Memorization-Dilation: Modeling Neural Collapse under Noise" as published at ICLR 2023.

neural-collapse icon neural-collapse

Code of paper "A Geometric Analysis of Neural Collapse with Unconstrained Features"

pldepth icon pldepth

Code for "Monocular Depth Estimation via Listwise Ranking using the Plackett-Luce Model" as published at CVPR 2021.

robustmde icon robustmde

Robust Regression for Monocular Depth Estimation

sop icon sop

Official Implementation of Robust Training under Label Noise by Over-parameterization

u2pl icon u2pl

[CVPR'22] Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels

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