#writever

Au fil des stages et des réunions, elle avait appris à taire cela pour s'épargner ces regards d'étonnement un peu écœuré qu'elle connaissait si bien. S'ils ne la blessaient plus, elle encore préférait s'en passer. Mais vraiment, #classifier les documents la détendait profondément.
Elle reposa sa tasse sans quitter des yeux son abrégé.
Bon, songea-t-elle, peut-être qu'elle exagérait un peu en s'attaquant à sa bibliothèque personnelle...

#microfiction Clin d'œil à la team #profdoc

Compressors such as #gzip + #kNN (k-nearest-neighbor i.e. your grandparents' #classifier) beats the living daylights of Deep neural networks (#DNNs) in sentence classification.
H/t @lgessler

Without any training parameters, this non-parametric, easy and lightweight (no #GPU) method achieves results that are competitive with non-pretrained deep learning methods on six in-distribution datasets.It even outperforms BERT on all five OOD datasets.

#AI #machinelearning

https://aclanthology.org/2023.findings-acl.426/

I have plenty more achievable goals for https://schizo.social (like multi-account, or #Calckey support) but something I'd love to try is #classifying posts with #machineLearning #tfidf

I'd like to be able to define "labels" and then train it to identify those on the fly. Then either mute or highlight posts that #classify highly.

Not so much an #algorithm, as a #filter.

#ai #ml #webDev #classifier

Predicting Out-of-Domain Generalization with Neighborhood Invariance

Nathan Hoyen Ng, Neha Hulkund, Kyunghyun Cho, Marzyeh Ghassemi

Action editor: Vincent Dumoulin.

https://openreview.net/forum?id=jYkWdJzTwn

#generalization #classifier #classification

On Averaging ROC Curves

Jack Hogan, Niall M. Adams

Action editor: Hsuan-Tien Lin.

https://openreview.net/forum?id=FByH3qL87G

#classifiers #classifier #roc

New #SurveyCertification:

On Averaging ROC Curves

Jack Hogan, Niall M. Adams

https://openreview.net/forum?id=FByH3qL87G

#classifiers #classifier #roc

Finding Competence Regions in Domain Generalization

Jens Müller, Stefan T. Radev, Robert Schmier, Felix Draxler, Carsten Rother, Ullrich Koethe

Action editor: Hanwang Zhang.

https://openreview.net/forum?id=TSy0vuwQFN

#classifiers #accuracy #classifier

Assuming Locally Equal Calibration Errors for Non-Parametric Multiclass Calibration

Kaspar Valk, Meelis Kull

Action editor: Aditya Menon.

https://openreview.net/forum?id=na5sHG69rI

#classifiers #classifier #calibration

Mitigating Confirmation Bias in Semi-supervised Learning via Efficient Bayesian Model Averaging

https://openreview.net/forum?id=PRrKOaDQtQ

#supervised #labeling #classifier

Invariant Feature Coding using Tensor Product Representation

https://openreview.net/forum?id=uv32JOdQuh

#representations #tensor #classifier

'Risk Bounds for Positive-Unlabeled Learning Under the Selected At Random Assumption', by Olivier Coudray, Christine Keribin, Pascal Massart, Patrick Pamphile.

http://jmlr.org/papers/v24/22-067.html

#labeled #classification #classifier

Finding Competence Regions in Domain Generalization

https://openreview.net/forum?id=TSy0vuwQFN

#classifiers #accuracy #classifier

Understanding Noise-Augmented Training for Randomized Smoothing

Ambar Pal, Jeremias Sulam

Action editor: Jinwoo Shin.

https://openreview.net/forum?id=fvyh6mDWFr

#adversarial #robustness #classifier

Bridging performance gap between minimal and maximal SVM models

Ondrej Such, René Fabricius

https://openreview.net/forum?id=SM1BkjGePI

#svm #svms #classifier

Approximating Naive Bayes on Unlabelled Categorical Data

https://openreview.net/forum?id=KpElM2S9pw

#classification #classifier #bayes

Neural Collapse: A Review on Modelling Principles and Generalization

Vignesh Kothapalli

https://openreview.net/forum?id=QTXocpAP9p

#classifier #generalization #deep

Estimating the Density Ratio between Distributions with High Discrepancy using Multinomial Logist...

Akash Srivastava, Seungwook Han, Kai Xu, Benjamin Rhodes, Michael U. Gutmann

https://openreview.net/forum?id=jM8nzUzBWr

#classification #classify #classifier

Predicting Out-of-Domain Generalization with Neighborhood Invariance

https://openreview.net/forum?id=jYkWdJzTwn

#generalization #classifier #classification

Simple Non-Parametric Calibration of Multi-Class Classifiers

https://openreview.net/forum?id=na5sHG69rI

#classifier #classifiers #calibration

KRADA: Known-region-aware Domain Alignment for Open-set Domain Adaptation in Semantic Segmentation

Chenhong Zhou, Feng Liu, Chen Gong, Rongfei Zeng, Tongliang Liu, William Cheung, Bo Han

https://openreview.net/forum?id=5II12ypVQo

#classify #labeled #classifier