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Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot Learning

Conference on Empirical Methods in Natural Language Processing (EMNLP), 2021

18 April 2021

Xiang Ren

Papers citing "Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot Learning"

33 / 33 papers shown

Title
Nexus: Specialization meets Adaptability for Efficiently Training Mixture of Experts Nikolas Gritsch Qizhen Zhang Acyr Locatelli Sara Hooker Ahmet Üstün MoE 152 7 0 28 Aug 2024
CluMo: Cluster-based Modality Fusion Prompt for Continual Learning in Visual Question AnsweringJournal of Artificial Intelligence Research (JAIR), 2024 Yuliang Cai Mohammad Rostami CLL VLM MLLM 289 4 0 21 Aug 2024
Stress-Testing Long-Context Language Models with Lifelong ICL and Task Haystack Xiaoyue Xu Qinyuan Ye Xiang Ren 251 15 0 23 Jul 2024
Towards Lifelong Learning of Large Language Models: A Survey Junhao Zheng Shengjie Qiu Chengming Shi Qianli Ma KELM CLL 211 59 0 10 Jun 2024
Continuous Unsupervised Domain Adaptation Using Stabilized Representations and Experience Replay Mohammad Rostami CLL 255 3 0 31 Jan 2024
Dynamic Transformer Architecture for Continual Learning of Multimodal Tasks Yuliang Cai Mohammad Rostami 248 6 0 27 Jan 2024
Carpe Diem: On the Evaluation of World Knowledge in Lifelong Language ModelsNorth American Chapter of the Association for Computational Linguistics (NAACL), 2023 Yujin Kim Jaehong Yoon Seonghyeon Ye Sangmin Bae Namgyu Ho Sung Ju Hwang Se-Young Yun KELM 274 19 0 14 Nov 2023
When Meta-Learning Meets Online and Continual Learning: A Survey Jaehyeon Son Soochan Lee Gunhee Kim OOD CLL 277 21 0 09 Nov 2023
CL-MASR: A Continual Learning Benchmark for Multilingual ASRIEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2023 Luca Della Libera Pooneh Mousavi Salah Zaiem Cem Subakan Mirco Ravanelli AuLLM CLL 238 16 0 25 Oct 2023
Towards Anytime Fine-tuning: Continually Pre-trained Language Models with Hypernetwork PromptConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Gangwei Jiang Caigao Jiang Siqiao Xue James Y. Zhang Junqing Zhou Defu Lian Ying Wei VLM 142 11 0 19 Oct 2023
Towards a Unified Framework for Adaptable Problematic Content Detection via Continual Learning Ali Omrani Alireza S. Ziabari Preni Golazizian Jeffery Sorensen Morteza Dehghani 173 2 0 29 Sep 2023
Robust Internal Representations for Domain GeneralizationThe AI Magazine (AI Mag.), 2023 Mohammad Rostami OOD 122 0 0 27 Sep 2023
LFS-GAN: Lifelong Few-Shot Image GenerationIEEE International Conference on Computer Vision (ICCV), 2023 Juwon Seo Jingwen Kang Gyeong-Moon Park CLL 301 20 0 23 Aug 2023
Challenges and Opportunities of Using Transformer-Based Multi-Task Learning in NLP Through ML Lifecycle: A Survey Lovre Torbarina Tin Ferkovic Lukasz Roguski Velimir Mihelčić Bruno Šarlija Z. Kraljevic 179 6 0 16 Aug 2023
Improved Region Proposal Network for Enhanced Few-Shot Object DetectionNeural Networks (Neural Netw.), 2023 Zeyu Shangguan Mohammad Rostami ObjD 195 15 0 15 Aug 2023
Overcoming Catastrophic Forgetting in Massively Multilingual Continual LearningAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Genta Indra Winata Lingjue Xie Karthik Radhakrishnan Shijie Wu Xisen Jin Pengxiang Cheng Mayank Kulkarni Daniel Preoţiuc-Pietro CLL 244 27 0 25 May 2023
Lifelong Language Pretraining with Distribution-Specialized ExpertsInternational Conference on Machine Learning (ICML), 2023 Wuyang Chen Yan-Quan Zhou Nan Du Yanping Huang James Laudon Zhiwen Chen Claire Cu KELM 287 73 0 20 May 2023
SimpLex: a lexical text simplification architecture Ciprian-Octavian Truică Andrei-Ionuţ Stan Elena Simona Apostol 198 9 0 14 Apr 2023
I2I: Initializing Adapters with Improvised Knowledge Tejas Srinivasan Furong Jia Mohammad Rostami Jesse Thomason CLL 348 8 0 04 Apr 2023
Knowledge Accumulation in Continually Learned Representations and the Issue of Feature Forgetting Timm Hess Eli Verwimp Gido M. van de Ven Tinne Tuytelaars CLL 296 11 0 03 Apr 2023
Task-Attentive Transformer Architecture for Continual Learning of Vision-and-Language Tasks Using Knowledge DistillationConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Yuliang Cai Jesse Thomason Mohammad Rostami VLM CLL 187 11 0 25 Mar 2023
Encoding Binary Concepts in the Latent Space of Generative Models for Enhancing Data Representation Zizhao Hu Mohammad Rostami DRL 131 2 0 22 Mar 2023
Identification of Novel Classes for Improving Few-Shot Object Detection Zeyu Shangguan Mohammad Rostami ObjD 203 17 0 18 Mar 2023
Semiparametric Language Models Are Scalable Continual Learners Guangyue Peng Tao Ge Si-Qing Chen Furu Wei Houfeng Wang KELM 132 11 0 02 Mar 2023
A Comprehensive Survey of Continual Learning: Theory, Method and ApplicationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 665 1,022 0 31 Jan 2023
Continual Learning of Natural Language Processing Tasks: A Survey Zixuan Ke Yinan Han KELM CLL VLM 233 98 0 23 Nov 2022
Continual Training of Language Models for Few-Shot LearningConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Zixuan Ke Haowei Lin Yijia Shao Hu Xu Lei Shu Yinan Han KELM BDL CLL 226 40 0 11 Oct 2022
State-of-the-art generalisation research in NLP: A taxonomy and reviewNature Machine Intelligence (Nat. Mach. Intell.), 2022 Dieuwke Hupkes Mario Giulianelli Verna Dankers Mikel Artetxe Yanai Elazar ... Leila Khalatbari Maria Ryskina Rita Frieske Robert Bamler Zhijing Jin 504 128 0 06 Oct 2022
CLiMB: A Continual Learning Benchmark for Vision-and-Language TasksNeural Information Processing Systems (NeurIPS), 2022 Tejas Srinivasan Ting-Yun Chang Leticia Pinto-Alva Georgios Chochlakis Mohammad Rostami Jesse Thomason VLM CLL 311 83 0 18 Jun 2022
On Continual Model Refinement in Out-of-Distribution Data StreamsAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Bill Yuchen Lin Sida I. Wang Xi Lin Robin Jia Lin Xiao Xiang Ren Anuj Kumar CLL 185 31 0 04 May 2022
Continual Sequence Generation with Adaptive Compositional ModulesAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Yanzhe Zhang Xuezhi Wang Diyi Yang KELM CLL 182 48 0 20 Mar 2022
ConTinTin: Continual Learning from Task InstructionsAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Wenpeng Yin Jia Li Caiming Xiong CLL 212 32 0 16 Mar 2022
Continuous Detection, Rapidly React: Unseen Rumors Detection based on Continual Prompt-TuningInternational Conference on Computational Linguistics (COLING), 2022 Yuhui Zuo Wei Zhu Guoyong Cai CLL VLM 216 15 0 16 Mar 2022