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

18 April 2021

Xiang Ren

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

36 / 36 papers shown

Title
Nexus: Specialization meets Adaptability for Efficiently Training Mixture of Experts Nikolas Gritsch Qizhen Zhang Acyr Locatelli Sara Hooker Ahmet Üstün MoE 58 1 0 28 Aug 2024
CluMo: Cluster-based Modality Fusion Prompt for Continual Learning in Visual Question Answering Yuliang Cai Mohammad Rostami CLL VLM MLLM 43 2 0 21 Aug 2024
Stress-Testing Long-Context Language Models with Lifelong ICL and Task Haystack Xiaoyue Xu Qinyuan Ye Xiang Ren 56 6 0 23 Jul 2024
Towards Lifelong Learning of Large Language Models: A Survey Junhao Zheng Shengjie Qiu Chengming Shi Qianli Ma KELM CLL 30 15 0 10 Jun 2024
Continuous Unsupervised Domain Adaptation Using Stabilized Representations and Experience Replay Mohammad Rostami CLL 28 2 0 31 Jan 2024
Dynamic Transformer Architecture for Continual Learning of Multimodal Tasks Yuliang Cai Mohammad Rostami 33 4 0 27 Jan 2024
Carpe Diem: On the Evaluation of World Knowledge in Lifelong Language Models Yujin Kim Jaehong Yoon Seonghyeon Ye Sangmin Bae Namgyu Ho Sung Ju Hwang Se-Young Yun KELM 40 10 0 14 Nov 2023
When Meta-Learning Meets Online and Continual Learning: A Survey Jaehyeon Son Soochan Lee Gunhee Kim OOD CLL 40 11 0 09 Nov 2023
CL-MASR: A Continual Learning Benchmark for Multilingual ASR Luca Della Libera Pooneh Mousavi Salah Zaiem Cem Subakan Mirco Ravanelli AuLLM CLL 48 13 0 25 Oct 2023
Towards Anytime Fine-tuning: Continually Pre-trained Language Models with Hypernetwork Prompt Gangwei Jiang Caigao Jiang Siqiao Xue James Y. Zhang Junqing Zhou Defu Lian Ying Wei VLM 39 7 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 27 1 0 29 Sep 2023
Robust Internal Representations for Domain Generalization Mohammad Rostami OOD 25 0 0 27 Sep 2023
LFS-GAN: Lifelong Few-Shot Image Generation Juwon Seo Jingwen Kang Gyeong-Moon Park CLL 41 11 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 26 5 0 16 Aug 2023
Improved Region Proposal Network for Enhanced Few-Shot Object Detection Zeyu Shangguan Mohammad Rostami ObjD 29 12 0 15 Aug 2023
Overcoming Catastrophic Forgetting in Massively Multilingual Continual Learning Genta Indra Winata Lingjue Xie Karthik Radhakrishnan Shijie Wu Xisen Jin Pengxiang Cheng Mayank Kulkarni Daniel Preotiuc-Pietro CLL 26 18 0 25 May 2023
Lifelong Language Pretraining with Distribution-Specialized Experts Wuyang Chen Yan-Quan Zhou Nan Du Yanping Huang James Laudon Z. Chen Claire Cu KELM 29 48 0 20 May 2023
SimpLex: a lexical text simplification architecture Ciprian-Octavian Truică Andrei-Ionuţ Stan Elena Simona Apostol 29 6 0 14 Apr 2023
I2I: Initializing Adapters with Improvised Knowledge Tejas Srinivasan Furong Jia Mohammad Rostami Jesse Thomason CLL 32 6 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 26 7 0 03 Apr 2023
Task-Attentive Transformer Architecture for Continual Learning of Vision-and-Language Tasks Using Knowledge Distillation Yuliang Cai Jesse Thomason Mohammad Rostami VLM CLL 19 11 0 25 Mar 2023
Encoding Binary Concepts in the Latent Space of Generative Models for Enhancing Data Representation Zizhao Hu Mohammad Rostami DRL 16 2 0 22 Mar 2023
Identification of Novel Classes for Improving Few-Shot Object Detection Zeyu Shangguan Mohammad Rostami ObjD 35 13 0 18 Mar 2023
Semiparametric Language Models Are Scalable Continual Learners Guangyue Peng Tao Ge Si-Qing Chen Furu Wei Houfeng Wang KELM 47 10 0 02 Mar 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 48 611 0 31 Jan 2023
Continual Learning of Natural Language Processing Tasks: A Survey Zixuan Ke Bin Liu KELM CLL VLM 34 69 0 23 Nov 2022
Continual Training of Language Models for Few-Shot Learning Zixuan Ke Haowei Lin Yijia Shao Hu Xu Lei Shu Bin Liu KELM BDL CLL 93 34 0 11 Oct 2022
State-of-the-art generalisation research in NLP: A taxonomy and review Dieuwke Hupkes Mario Giulianelli Verna Dankers Mikel Artetxe Yanai Elazar ... Leila Khalatbari Maria Ryskina Rita Frieske Ryan Cotterell Zhijing Jin 129 95 0 06 Oct 2022
CLiMB: A Continual Learning Benchmark for Vision-and-Language Tasks Tejas Srinivasan Ting-Yun Chang Leticia Pinto-Alva Georgios Chochlakis Mohammad Rostami Jesse Thomason VLM CLL 25 73 0 18 Jun 2022
On Continual Model Refinement in Out-of-Distribution Data Streams Bill Yuchen Lin Sida I. Wang Xi Lin Robin Jia Lin Xiao Xiang Ren Wen-tau Yih CLL 28 29 0 04 May 2022
Continual Sequence Generation with Adaptive Compositional Modules Yanzhe Zhang Xuezhi Wang Diyi Yang KELM CLL 43 42 0 20 Mar 2022
ConTinTin: Continual Learning from Task Instructions Wenpeng Yin Jia Li Caiming Xiong CLL 29 29 0 16 Mar 2022
Continuous Detection, Rapidly React: Unseen Rumors Detection based on Continual Prompt-Tuning Yuhui Zuo Wei Zhu Guoyong Cai CLL VLM 32 11 0 16 Mar 2022
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 243 1,927 0 31 Dec 2020
Explainable Automated Fact-Checking for Public Health Claims Neema Kotonya Francesca Toni 218 250 0 19 Oct 2020
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 299 6,996 0 20 Apr 2018