LightXML: Transformer with Dynamic Negative Sampling for High-Performance Extreme Multi-label Text Classification

9 January 2021

Papers citing "LightXML: Transformer with Dynamic Negative Sampling for High-Performance Extreme Multi-label Text Classification"

50 / 52 papers shown

Title
From Haystack to Needle: Label Space Reduction for Zero-shot Classification Nathan Vandemoortele Bram Steenwinckel F. Ongenae Sofie Van Hoecke VLM 80 0 0 12 Feb 2025
Batch Selection for Multi-Label Classification Guided by Uncertainty and Dynamic Label Correlations Ao Zhou Bin Liu Jin Wang Grigorios Tsoumakas UQCV 77 0 0 21 Dec 2024
Multi-Head Encoding for Extreme Label Classification Daojun Liang Haixia Zhang Dongfeng Yuan Minggao Zhang 73 0 0 13 Dec 2024
Labels in Extremes: How Well Calibrated are Extreme Multi-label Classifiers? Nasib Ullah Erik Schultheis Jinbin Zhang Rohit Babbar 26 0 0 06 Nov 2024
Navigating Extremes: Dynamic Sparsity in Large Output Spaces Nasib Ullah Erik Schultheis Mike Lasby Yani Andrew Ioannou Rohit Babbar 35 0 0 05 Nov 2024
Prototypical Extreme Multi-label Classification with a Dynamic Margin Loss Kunal Dahiya Diego Ortego David Jiménez 23 0 0 27 Oct 2024
Text Classification using Graph Convolutional Networks: A Comprehensive Survey Syed Mustafa Haider Rizvi Ramsha Imran Arif Mahmood GNN OOD FaML 23 0 0 12 Oct 2024
ASTRA: Accurate and Scalable ANNS-based Training of Extreme Classifiers Sonu Mehta Jayashree Mohan Nagarajan Natarajan Ramachandran Ramjee Manik Varma 23 0 0 30 Sep 2024
Multi-label Learning with Random Circular Vectors Ken Nishida Kojiro Machi Kazuma Onishi Katsuhiko Hayashi Hidetaka Kamigaito 47 0 0 08 Jul 2024
Adaptive Collaborative Correlation Learning-based Semi-Supervised Multi-Label Feature Selection Yanyong Huang Li Yang Dongjie Wang Ke Li Xiuwen Yi Fengmao Lv Tianrui Li 33 0 0 18 Jun 2024
Retrieval-Augmented Language Model for Extreme Multi-Label Knowledge Graph Link Prediction Yu-Hsiang Lin Huang-Ting Shieh Chih-Yu Liu Kuang-Ting Lee Hsiao-Cheng Chang Jing-Lun Yang Yu-Sheng Lin LRM KELM RALM 50 1 0 21 May 2024
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 41 0 0 04 May 2024
Noise Contrastive Estimation-based Matching Framework for Low-Resource Security Attack Pattern Recognition Tu Nguyen Nedim Srndic Alexander Neth AAML 39 3 0 18 Jan 2024
Revisiting the Role of Label Smoothing in Enhanced Text Sentiment Classification Yijie Gao Shijing Si Hua Luo Haixia Sun Yugui Zhang 13 0 0 11 Dec 2023
ICXML: An In-Context Learning Framework for Zero-Shot Extreme Multi-Label Classification Yaxin Zhu Hamed Zamani 43 3 0 16 Nov 2023
Generalized test utilities for long-tail performance in extreme multi-label classification Erik Schultheis Marek Wydmuch Wojciech Kotlowski Rohit Babbar Krzysztof Dembczyñski ELM 21 3 0 09 Nov 2023
Dual-Encoders for Extreme Multi-Label Classification Nilesh Gupta Devvrit Khatri A. S. Rawat Srinadh Bhojanapalli Prateek Jain Inderjit Dhillon VLM 40 3 0 16 Oct 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 26 8 0 10 Sep 2023
MatchXML: An Efficient Text-label Matching Framework for Extreme Multi-label Text Classification Hui Ye Rajshekhar Sunderraman Shihao Ji 34 3 0 25 Aug 2023
DiVa: An Iterative Framework to Harvest More Diverse and Valid Labels from User Comments for Music Hongru Liang Jingyao Liu Yuanxin Xiang Jiachen Du Lanjun Zhou Shushen Pan Wenqiang Lei Sichuan University 28 0 0 09 Aug 2023
Identifying Vulnerable Third-Party Java Libraries from Textual Descriptions of Vulnerabilities and Libraries Tianyu Chen Lin Li Bingjie Shan Guangtai Liang Ding Li Qianxiang Wang Tao Xie 26 3 0 17 Jul 2023
Equivariant vs. Invariant Layers: A Comparison of Backbone and Pooling for Point Cloud Classification Abihith Kothapalli Ashkan Shahbazi Xinran Liu Robert Sheng Soheil Kolouri 3DPC 19 2 0 08 Jun 2023
Towards Memory-Efficient Training for Extremely Large Output Spaces -- Learning with 500k Labels on a Single Commodity GPU Erik Schultheis Rohit Babbar 13 4 0 06 Jun 2023
Label Embedding via Low-Coherence Matrices Jianxin Zhang Clayton Scott 11 0 0 31 May 2023
Ultra-Fine Entity Typing with Prior Knowledge about Labels: A Simple Clustering Based Strategy Na Li Zied Bouraoui Steven Schockaert 32 9 0 22 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 25 9 0 21 May 2023
Light-weight Deep Extreme Multilabel Classification Istasis Mishra Arpan Dasgupta Pratik Jawanpuria Bamdev Mishra Kiran Ravish 13 2 0 20 Apr 2023
Review of Extreme Multilabel Classification Arpan Dasgupta Preeti Lamba Ankita Kushwaha Kiran Ravish Siddhant Katyan Shrutimoy Das Pawan Kumar 20 3 0 12 Feb 2023
The Effect of Metadata on Scientific Literature Tagging: A Cross-Field Cross-Model Study Yu Zhang Bowen Jin Qi Zhu Yu Meng Jiawei Han 57 19 0 07 Feb 2023
SemSup-XC: Semantic Supervision for Zero and Few-shot Extreme Classification Pranjal Aggarwal A. Deshpande Karthik Narasimhan AILaw VLM 14 6 0 26 Jan 2023
CHRONOS: Time-Aware Zero-Shot Identification of Libraries from Vulnerability Reports Yu-zeng Lyu Thanh Le-Cong Hong Jin Kang Ratnadira Widyasari Zhipeng Zhao X. Le Ming Li David Lo 21 16 0 10 Jan 2023
Automated ICD Coding using Extreme Multi-label Long Text Transformer-based Models Leibo Liu O. Perez-Concha Anthony N. Nguyen Vicki Bennett Louisa R Jorm 30 18 0 12 Dec 2022
CascadeXML: Rethinking Transformers for End-to-end Multi-resolution Training in Extreme Multi-label Classification Siddhant Kharbanda Atmadeep Banerjee Erik Schultheis Rohit Babbar 41 13 0 29 Oct 2022
OTSeq2Set: An Optimal Transport Enhanced Sequence-to-Set Model for Extreme Multi-label Text Classification Jie Cao Yin Zhang VLM 35 3 0 26 Oct 2022
Uncertainty in Extreme Multi-label Classification Jyun-Yu Jiang Wei-Cheng Chang Jiong Zhong Cho-Jui Hsieh Hsiang-Fu Yu UQCV 16 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 23 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 39 35 0 10 Jul 2022
Sparse and Dense Approaches for the Full-rank Retrieval of Responses for Dialogues Gustavo Penha C. Hauff RALM 30 0 0 22 Apr 2022
Long-tailed Extreme Multi-label Text Classification with Generated Pseudo Label Descriptions Ruohong Zhang Yau-Shian Wang Yiming Yang Donghan Yu Tom Vu Li Lei 17 8 0 02 Apr 2022
Exploiting Local and Global Features in Transformer-based Extreme Multi-label Text Classification Ruohong Zhang Yau-Shian Wang Yiming Yang Tom Vu Li Lei 28 2 0 02 Apr 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 22 4 0 10 Jan 2022
Adversarial Examples for Extreme Multilabel Text Classification Mohammadreza Qaraei Rohit Babbar 13 6 0 14 Dec 2021
Node Feature Extraction by Self-Supervised Multi-scale Neighborhood Prediction Eli Chien Wei-Cheng Chang Cho-Jui Hsieh Hsiang-Fu Yu Jiong Zhang O. Milenkovic Inderjit S Dhillon 154 130 0 29 Oct 2021
Adaptive Elastic Training for Sparse Deep Learning on Heterogeneous Multi-GPU Servers Yujing Ma Florin Rusu Kesheng Wu A. Sim 38 3 0 13 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 13 99 0 01 Oct 2021
On Riemannian Approach for Constrained Optimization Model in Extreme Classification Problems Jayadev Naram Tanmay Sinha Pawan Kumar 23 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 32 9 0 13 Sep 2021
Learning with Holographic Reduced Representations Ashwinkumar Ganesan Hang Gao S. Gandhi Edward Raff Tim Oates James Holt Mark McLean 13 23 0 05 Sep 2021
A Survey on Deep Learning Event Extraction: Approaches and Applications Qian Li Jianxin Li Jiawei Sheng Shiyao Cui Jia Wu ... Hao Peng Shu Guo Lihong Wang Amin Beheshti Philip S. Yu 37 45 0 05 Jul 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 42 59 0 23 Jun 2021