Title
Breaking the Batch Barrier (B3) of Contrastive Learning via Smart Batch Mining Raghuveer Thirukovalluru Rui Meng Yong-Jin Liu K. Krishnamoorthi Mingyi Su Ping Nie Semih Yavuz Yingbo Zhou Wenhu Chen Bhuwan Dhingra 17 0 0 16 May 2025
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
ASTRA: Accurate and Scalable ANNS-based Training of Extreme Classifiers Sonu Mehta Jayashree Mohan Nagarajan Natarajan Ramachandran Ramjee Manik Varma 21 0 0 30 Sep 2024
GraphEx: A Graph-based Extraction Method for Advertiser Keyphrase Recommendation Ashirbad Mishra Soumik Dey Marshall Wu Jinyu Zhao He Yu Kaichen Ni Binbin Li Kamesh Madduri 49 1 0 05 Sep 2024
Graphite: A Graph-based Extreme Multi-Label Short Text Classifier for Keyphrase Recommendation Ashirbad Mishra Soumik Dey Jinyu Zhao Marshall Wu Binbin Li Kamesh Madduri 26 4 0 29 Jul 2024
Improving Retrieval in Sponsored Search by Leveraging Query Context Signals Akash Kumar Mohankumar K. Gururaj Gagan Madan Amit Singh RALM 21 1 0 19 Jul 2024
Multi-label Learning with Random Circular Vectors Ken Nishida Kojiro Machi Kazuma Onishi Katsuhiko Hayashi Hidetaka Kamigaito 47 0 0 08 Jul 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
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 24 2 0 03 May 2024
ICXML: An In-Context Learning Framework for Zero-Shot Extreme Multi-Label Classification Yaxin Zhu Hamed Zamani 43 3 0 16 Nov 2023
Dual-Encoders for Extreme Multi-Label Classification Nilesh Gupta Devvrit Khatri A. S. Rawat Srinadh Bhojanapalli Prateek Jain Inderjit Dhillon VLM 38 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 23 8 0 10 Sep 2023
MatchXML: An Efficient Text-label Matching Framework for Extreme Multi-label Text Classification Hui Ye Rajshekhar Sunderraman Shihao Ji 31 3 0 25 Aug 2023
XLDA: Linear Discriminant Analysis for Scaling Continual Learning to Extreme Classification at the Edge Karan Shah Vishruth Veerendranath Anushka Hebbar Raghavendra Bhat 23 0 0 21 Jul 2023
Large Language Models as Annotators: Enhancing Generalization of NLP Models at Minimal Cost Parikshit Bansal Amit Sharma 44 40 0 27 Jun 2023
Review of Extreme Multilabel Classification Arpan Dasgupta Preeti Lamba Ankita Kushwaha Kiran Ravish Siddhant Katyan Shrutimoy Das Pawan Kumar 18 3 0 12 Feb 2023
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 21 15 0 16 Oct 2022
Unified Generative & Dense Retrieval for Query Rewriting in Sponsored Search Akash Kumar Mohankumar Bhargav Dodla K. Gururaj Amit Singh RALM 21 6 0 13 Sep 2022
Large-Scale Training System for 100-Million Classification at Alibaba Liuyihan Song Pan Pan Kang Zhao Hao Yang Yiming Chen Yingya Zhang Yinghui Xu R. L. Jin 40 23 0 09 Feb 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 119 136 0 09 Jan 2021
RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question Answering Yingqi Qu Yuchen Ding Jing Liu Kai Liu Ruiyang Ren Xin Zhao Daxiang Dong Hua-Hong Wu Haifeng Wang RALM OffRL 214 594 0 16 Oct 2020