Bonsai -- Diverse and Shallow Trees for Extreme Multi-label Classification

17 April 2019

Papers citing "Bonsai -- Diverse and Shallow Trees for Extreme Multi-label Classification"

34 / 34 papers shown

Title
DNB-AI-Project at SemEval-2025 Task 5: An LLM-Ensemble Approach for Automated Subject Indexing Lisa Kluge Maximilian Kähler 210 1 0 30 Apr 2025
Annif at SemEval-2025 Task 5: Traditional XMTC augmented by LLMs Osma Suominen Juho Inkinen Mona Lehtinen 59 1 0 28 Apr 2025
SemEval-2025 Task 5: LLMs4Subjects -- LLM-based Automated Subject Tagging for a National Technical Library's Open-Access Catalog Jennifer D’Souza Sameer Sadruddin Holger Israel Mathias Begoin Diana Slawig 68 5 0 09 Apr 2025
UniDEC : Unified Dual Encoder and Classifier Training for Extreme Multi-Label Classification Siddhant Kharbanda Devaansh Gupta K. Gururaj Pankaj Malhotra Cho-Jui Hsieh Rohit Babbar Rohit Babbar 49 0 0 04 May 2024
Graph Regularized Encoder Training for Extreme Classification Anshul Mittal Shikhar Mohan Deepak Saini Suchith C. Prabhu Jain jiao ... Manik Varma Sumeet Agarwal Soumen Chakrabarti Purushottam Kar Manik Varma GNN 46 0 0 28 Feb 2024
Generalized test utilities for long-tail performance in extreme multi-label classification Erik Schultheis Marek Wydmuch Wojciech Kotlowski Rohit Babbar Krzysztof Dembczyñski ELM 34 3 0 09 Nov 2023
Multi-modal Extreme Classification Anshul Mittal Kunal Dahiya Shreya Malani Janani Ramaswamy Seba Kuruvilla Jitendra Ajmera Keng-hao Chang Sumeet Agarwal Purushottam Kar Manik Varma 39 8 0 10 Sep 2023
Towards Memory-Efficient Training for Extremely Large Output Spaces -- Learning with 500k Labels on a Single Commodity GPU Erik Schultheis Rohit Babbar 30 4 0 06 Jun 2023
Label Embedding via Low-Coherence Matrices Jianxin Zhang Clayton Scott 24 0 0 31 May 2023
PINA: Leveraging Side Information in eXtreme Multi-label Classification via Predicted Instance Neighborhood Aggregation Eli Chien Jiong Zhang Cho-Jui Hsieh Jyun-Yu Jiang Wei-Cheng Chang O. Milenkovic Hsiang-Fu Yu 33 9 0 21 May 2023
Light-weight Deep Extreme Multilabel Classification Istasis Mishra Arpan Dasgupta Pratik Jawanpuria Bamdev Mishra Kiran Ravish 18 2 0 20 Apr 2023
Uncertainty in Extreme Multi-label Classification Jyun-Yu Jiang Wei-Cheng Chang Jiong Zhong Cho-Jui Hsieh Hsiang-Fu Yu UQCV 21 0 0 18 Oct 2022
ELIAS: End-to-End Learning to Index and Search in Large Output Spaces Nilesh Gupta Patrick H. Chen Hsiang-Fu Yu Cho-Jui Hsieh Inderjit S Dhillon 29 15 0 16 Oct 2022
NGAME: Negative Mining-aware Mini-batching for Extreme Classification Kunal Dahiya Nilesh Gupta Deepak Saini Akshay Soni Yajun Wang ... Sonu Mehta Ramachandran Ramjee Sumeet Agarwal Purushottam Kar Manik Varma 44 35 0 10 Jul 2022
GUDN: A novel guide network with label reinforcement strategy for extreme multi-label text classification Qing Wang Jia Zhu Hongji Shu K. Asamoah J. Shi Cong Zhou 36 4 0 10 Jan 2022
DeepXML: A Deep Extreme Multi-Label Learning Framework Applied to Short Text Documents Kunal Dahiya Deepak Saini Anshul Mittal Ankush Shaw Kushal Dave Akshay Soni Himanshu Jain Sumeet Agarwal Manik Varma 29 86 0 12 Nov 2021
Propensity-scored Probabilistic Label Trees Marek Wydmuch Kalina Jasinska-Kobus Rohit Babbar Krzysztof Dembczyñski 27 8 0 20 Oct 2021
Fast Multi-Resolution Transformer Fine-tuning for Extreme Multi-label Text Classification Jiong Zhang Wei-Cheng Chang Hsiang-Fu Yu Inderjit S. Dhillon 29 99 0 01 Oct 2021
Multi-granular Legal Topic Classification on Greek Legislation C. Papaloukas Ilias Chalkidis Konstantinos Athinaios D. Pantazi Manolis Koubarakis AILaw 45 23 0 30 Sep 2021
On Riemannian Approach for Constrained Optimization Model in Extreme Classification Problems Jayadev Naram Tanmay Sinha Pawan Kumar 46 1 0 30 Sep 2021
InceptionXML: A Lightweight Framework with Synchronized Negative Sampling for Short Text Extreme Classification Siddhant Kharbanda Atmadeep Banerjee Devaansh Gupta Akash Palrecha Rohit Babbar 37 9 0 13 Sep 2021
DECAF: Deep Extreme Classification with Label Features Anshul Mittal Kunal Dahiya Sheshansh Agrawal Deepak Saini Sumeet Agarwal Purushottam Kar Manik Varma VLM 27 66 0 01 Aug 2021
Extreme Multi-label Learning for Semantic Matching in Product Search Wei-Cheng Chang Daniel Jiang Hsiang-Fu Yu C. Teo Jiong Zhang ... Qie Hu Nikhil Shandilya Vyacheslav Ievgrafov Japinder Singh Inderjit S. Dhillon 45 59 0 23 Jun 2021
Enterprise-Scale Search: Accelerating Inference for Sparse Extreme Multi-Label Ranking Trees Philip A. Etter Kai Zhong Hsiang-Fu Yu Lexing Ying Inderjit Dhillon 22 3 0 04 Jun 2021
Fine-grained Generalization Analysis of Vector-valued Learning Liang Wu Antoine Ledent Yunwen Lei Marius Kloft 27 9 0 29 Apr 2021
Pitfalls of Assessing Extracted Hierarchies for Multi-Class Classification P. D. Moral Sławomir Nowaczyk A. SantÁnna Sepideh Pashami 27 4 0 26 Jan 2021
LightXML: Transformer with Dynamic Negative Sampling for High-Performance Extreme Multi-label Text Classification Ting Jiang Deqing Wang Leilei Sun Huayi Yang Zhengyang Zhao Fuzhen Zhuang VLM 128 136 0 09 Jan 2021
Session-Aware Query Auto-completion using Extreme Multi-label Ranking Nishant Yadav Rajat Sen Daniel N. Hill A. Mazumdar Inderjit S. Dhillon 22 10 0 09 Dec 2020
The Emerging Trends of Multi-Label Learning Weiwei Liu Haobo Wang Xiaobo Shen Ivor W. Tsang 43 252 0 23 Nov 2020
An Empirical Study on Large-Scale Multi-Label Text Classification Including Few and Zero-Shot Labels Ilias Chalkidis Manos Fergadiotis Sotiris Kotitsas Prodromos Malakasiotis Nikolaos Aletras Ion Androutsopoulos VLM AI4TS 28 84 0 04 Oct 2020
Unbiased Loss Functions for Extreme Classification With Missing Labels Erik Schultheis Mohammadreza Qaraei Priyanshu Gupta Rohit Babbar 21 6 0 01 Jul 2020
LdSM: Logarithm-depth Streaming Multi-label Decision Trees Maryam Majzoubi A. Choromańska 24 11 0 24 May 2019
Taming Pretrained Transformers for Extreme Multi-label Text Classification Wei-Cheng Chang Hsiang-Fu Yu Kai Zhong Yiming Yang Inderjit Dhillon 27 20 0 07 May 2019
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 312 13,377 0 25 Aug 2014