Fast Multi-Resolution Transformer Fine-tuning for Extreme Multi-label Text Classification

1 October 2021

Inderjit S. Dhillon

Papers citing "Fast Multi-Resolution Transformer Fine-tuning for Extreme Multi-label Text Classification"

48 / 48 papers shown

Title
MA-COIR: Leveraging Semantic Search Index and Generative Models for Ontology-Driven Biomedical Concept Recognition Shanshan Liu Noriki Nishida Rumana Ferdous Munne Narumi Tokunaga Yuki Yamagata Kouji Kozaki Yuji Matsumoto 16 0 0 19 May 2025
BrainNetMLP: An Efficient and Effective Baseline for Functional Brain Network Classification Jiacheng Hou Zhenjie Song Ercan Engin Kuruoglu 7 0 0 14 May 2025
Hierarchical Multi-Label Generation with Probabilistic Level-Constraint Linqing Chen Weilei Wang Wentao Wu Hanmeng Zhong 37 0 0 30 Apr 2025
Hypergraph Foundation Model Yifan Feng Shiquan Liu Xiangmin Han Shaoyi Du Zongze Wu Han Hu Yue Gao AI4CE 38 0 0 03 Mar 2025
Exploring Graph Tasks with Pure LLMs: A Comprehensive Benchmark and Investigation Yansen Wang Xinnan Dai Wenqi Fan Yao Ma 78 1 0 26 Feb 2025
Extreme Multi-label Completion for Semantic Document Labelling with Taxonomy-Aware Parallel Learning Julien Audiffren Christophe Broillet Ljiljana Dolamic Philippe Cudré-Mauroux 82 0 0 18 Dec 2024
Labels in Extremes: How Well Calibrated are Extreme Multi-label Classifiers? Nasib Ullah Erik Schultheis Jinbin Zhang Rohit Babbar 36 0 0 06 Nov 2024
Navigating Extremes: Dynamic Sparsity in Large Output Spaces Nasib Ullah Erik Schultheis Mike Lasby Yani Andrew Ioannou Rohit Babbar 37 0 0 05 Nov 2024
DIOR-ViT: Differential Ordinal Learning Vision Transformer for Cancer Classification in Pathology Images Ju Cheon Lee Keunho Byeon Boram Song Kyungeun Kim Jin Tae Kwak MedIm 30 0 0 10 Jul 2024
GLBench: A Comprehensive Benchmark for Graph with Large Language Models Yuhan Li Peisong Wang Xiao Zhu Aochuan Chen Haiyun Jiang Deng Cai Victor Wai Kin Chan Jia Li 57 13 0 10 Jul 2024
Multi-label Learning with Random Circular Vectors Ken Nishida Kojiro Machi Kazuma Onishi Katsuhiko Hayashi Hidetaka Kamigaito 68 0 0 08 Jul 2024
Hierarchical Compression of Text-Rich Graphs via Large Language Models Shichang Zhang Da Zheng Jiani Zhang Qi Zhu Xiang Song Soji Adeshina Christos Faloutsos George Karypis Yizhou Sun VLM 33 1 0 13 Jun 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 49 0 0 04 May 2024
Learning label-label correlations in Extreme Multi-label Classification via Label Features Siddhant Kharbanda Devaansh Gupta Erik Schultheis Atmadeep Banerjee Cho-Jui Hsieh Rohit Babbar 29 3 0 03 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
HyperBERT: Mixing Hypergraph-Aware Layers with Language Models for Node Classification on Text-Attributed Hypergraphs A. Bazaga Pietro Lio G. Micklem 40 2 0 11 Feb 2024
Large Language Model Meets Graph Neural Network in Knowledge Distillation Shengxiang Hu Guobing Zou Song Yang Yanglan Gan Bofeng Zhang Yixin Chen 56 7 0 08 Feb 2024
Noise Contrastive Estimation-based Matching Framework for Low-Resource Security Attack Pattern Recognition Tu Nguyen Nedim Srndic Alexander Neth AAML 45 3 0 18 Jan 2024
Large Language Models on Graphs: A Comprehensive Survey Bowen Jin Gang Liu Chi Han Meng Jiang Heng Ji Jiawei Han AI4CE 44 141 0 05 Dec 2023
PEFA: Parameter-Free Adapters for Large-scale Embedding-based Retrieval Models Wei-Cheng Chang Jyun-Yu Jiang Jiong Zhang Mutasem Al-Darabsah C. Teo Cho-Jui Hsieh Hsiang-Fu Yu S. Vishwanathan RALM 33 2 0 05 Dec 2023
Bitformer: An efficient Transformer with bitwise operation-based attention for Big Data Analytics at low-cost low-precision devices Gaoxiang Duan Junkai Zhang Xiaoying Zheng Yongxin Zhu 36 2 0 22 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 34 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 51 3 0 16 Oct 2023
MatchXML: An Efficient Text-label Matching Framework for Extreme Multi-label Text Classification Hui Ye Rajshekhar Sunderraman Shihao Ji 44 3 0 25 Aug 2023
SimTeG: A Frustratingly Simple Approach Improves Textual Graph Learning Keyu Duan Qian Liu Tat-Seng Chua Shuicheng Yan Wei Tsang Ooi Qizhe Xie Junxian He 35 57 0 03 Aug 2023
Recent Advances in Hierarchical Multi-label Text Classification: A Survey Rundong Liu Wen-Jun Liang Wei Luo Yuxiang Song Heng Zhang Ruohua Xu Yunfeng Li Ming Liu VLM 30 5 0 30 Jul 2023
14 Examples of How LLMs Can Transform Materials Science and Chemistry: A Reflection on a Large Language Model Hackathon Kevin Maik Jablonka Qianxiang Ai Alexander H Al-Feghali S. Badhwar Joshua D. Bocarsly Andres M Bran ... Aristana Scourtas K. J. Schmidt Ian Foster Andrew D. White Ben Blaiszik 46 101 0 09 Jun 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
Label Embedding via Low-Coherence Matrices Jianxin Zhang Clayton Scott 21 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
Bayesian Optimization of Catalysis With In-Context Learning Mayk Caldas Ramos Shane S. Michtavy Marc D. Porosoff Andrew D. White BDL 52 30 0 11 Apr 2023
Pushing One Pair of Labels Apart Each Time in Multi-Label Learning: From Single Positive to Full Labels Xiang Li Xinrui Wang Songcan Chen 27 0 0 28 Feb 2023
Cluster-Guided Label Generation in Extreme Multi-Label Classification Taehee Jung Joo-Kyung Kim Sungjin Lee Dongyeop Kang VLM 26 6 0 17 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 Ameet Deshpande Karthik Narasimhan AILaw VLM 22 6 0 26 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 38 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 51 13 0 29 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 29 15 0 16 Oct 2022
E2EG: End-to-End Node Classification Using Graph Topology and Text-based Node Attributes Tu Anh Dinh J. D. Boef J. Cornelisse Paul T. Groth 27 9 0 09 Aug 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
A Comprehensive Survey on Deep Clustering: Taxonomy, Challenges, and Future Directions Sheng Zhou Hongjia Xu Zhuonan Zheng Jiawei Chen Zhao Li Jiajun Bu Jia Wu Xin Eric Wang Wenwu Zhu Martin Ester 18 94 0 15 Jun 2022
Hierarchical Label-wise Attention Transformer Model for Explainable ICD Coding Leibo Liu Óscar Pérez Anthony N. Nguyen Vicki Bennett Louisa R Jorm 30 25 0 22 Apr 2022
Extreme Zero-Shot Learning for Extreme Text Classification Yuanhao Xiong Wei-Cheng Chang Cho-Jui Hsieh Hsiang-Fu Yu Inderjit Dhillon VLM 27 25 0 16 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 156 133 0 29 Oct 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
PECOS: Prediction for Enormous and Correlated Output Spaces Hsiang-Fu Yu Kai Zhong Jiong Zhang Wei-Cheng Chang Inderjit S. Dhillon 24 84 0 12 Oct 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 309 10,378 0 12 Dec 2018