Extreme Multi-Label Classification

Extreme Multi-Label Classification is a supervised learning problem where an instance may be associated with multiple labels. The two main problems are the unbalanced labels in the dataset and the amount of different labels.

Papers

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Showing 1–25 of 75 papers

Title	Date	Tasks	Status	Hype	Score
Semantic Operators: A Declarative Model for Rich, AI-based Data Processing	Jul 16, 2024	Extreme Multi-Label ClassificationFact Checking	CodeCode Available	5	5
In-Context Learning for Extreme Multi-Label Classification	Jan 22, 2024	ClassificationExtreme Multi-Label Classification	CodeCode Available	3	5
DECAF: Deep Extreme Classification with Label Features	Aug 1, 2021	ClassificationExtreme Multi-Label Classification	CodeCode Available	1	5
Retrieving Skills from Job Descriptions: A Language Model Based Extreme Multi-label Classification Framework	Dec 1, 2020	Extreme Multi-Label ClassificationLanguage Modeling	CodeCode Available	1	5
Propensity-scored Probabilistic Label Trees	Oct 20, 2021	Extreme Multi-Label ClassificationMulti-Label Classification	CodeCode Available	1	5
Probabilistic Label Trees for Extreme Multi-label Classification	Sep 23, 2020	ClassificationExtreme Multi-Label Classification	CodeCode Available	1	5
ELIAS: End-to-End Learning to Index and Search in Large Output Spaces	Oct 16, 2022	Extreme Multi-Label ClassificationMulti-Label Classification	CodeCode Available	1	5
Cluster-Guided Label Generation in Extreme Multi-Label Classification	Feb 17, 2023	ClassificationExtreme Multi-Label Classification	CodeCode Available	1	5
ECLARE: Extreme Classification with Label Graph Correlations	Jul 31, 2021	ClassificationExtreme Multi-Label Classification	CodeCode Available	1	5
Adversarial Extreme Multi-label Classification	Mar 5, 2018	ClassificationExtreme Multi-Label Classification	CodeCode Available	0	5
MDACE: MIMIC Documents Annotated with Code Evidence	Jul 7, 2023	Document ClassificationExtreme Multi-Label Classification	CodeCode Available	0	5
Multi-label Learning with Random Circular Vectors	Jul 8, 2024	Extreme Multi-Label ClassificationMulti-Label Classification	CodeCode Available	0	5
Deep Extreme Multi-label Learning	Apr 12, 2017	ClassificationExtreme Multi-Label Classification	CodeCode Available	0	5
Dense Retrieval as Indirect Supervision for Large-space Decision Making	Oct 28, 2023	Decision MakingEntity Typing	CodeCode Available	0	5
Node Feature Extraction by Self-Supervised Multi-scale Neighborhood Prediction	Oct 29, 2021	Extreme Multi-Label ClassificationLanguage Modelling	CodeCode Available	0	5
ICXML: An In-Context Learning Framework for Zero-Shot Extreme Multi-Label Classification	Nov 16, 2023	Extreme Multi-Label ClassificationIn-Context Learning	CodeCode Available	0	5
CascadeXML: Rethinking Transformers for End-to-end Multi-resolution Training in Extreme Multi-label Classification	Oct 29, 2022	Extreme Multi-Label ClassificationMulti-Label Classification	CodeCode Available	0	5
Adaptive Elastic Training for Sparse Deep Learning on Heterogeneous Multi-GPU Servers	Oct 13, 2021	Extreme Multi-Label ClassificationGPU	CodeCode Available	0	5
Bonsai -- Diverse and Shallow Trees for Extreme Multi-label Classification	Apr 17, 2019	ClassificationExtreme Multi-Label Classification	CodeCode Available	0	5
Dual-Encoders for Extreme Multi-Label Classification	Oct 16, 2023	ClassificationExtreme Multi-Label Classification	CodeCode Available	0	5
Extreme Multi-label Learning for Semantic Matching in Product Search	Jun 23, 2021	Extreme Multi-Label ClassificationMulti-Label Classification	CodeCode Available	0	5
HFT-CNN: Learning Hierarchical Category Structure for Multi-label Short Text Categorization	Oct 1, 2018	Extreme Multi-Label ClassificationMulti-Label Classification	CodeCode Available	0	5
A no-regret generalization of hierarchical softmax to extreme multi-label classification	Oct 27, 2018	Extreme Multi-Label ClassificationGeneral Classification	CodeCode Available	0	5
DiSMEC - Distributed Sparse Machines for Extreme Multi-label Classification	Sep 8, 2016	ClassificationExtreme Multi-Label Classification	CodeCode Available	0	5
Taming Pretrained Transformers for Extreme Multi-label Text Classification	May 7, 2019	Extreme Multi-Label ClassificationGeneral Classification	CodeCode Available	0	5

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