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Task Formulation Matters When Learning Continually: A Case Study in Visual Question Answering

30 September 2022

Papers citing "Task Formulation Matters When Learning Continually: A Case Study in Visual Question Answering"

23 / 23 papers shown

Title
One VLM to Keep it Learning: Generation and Balancing for Data-free Continual Visual Question Answering Deepayan Das Davide Talon Massimiliano Mancini Yiming Wang Elisa Ricci 110 0 0 04 Nov 2024
Symbolic Replay: Scene Graph as Prompt for Continual Learning on VQA Task Stan Weixian Lei Difei Gao Jay Zhangjie Wu Yuxuan Wang Wei Liu Meng Zhang Mike Zheng Shou 57 36 0 24 Aug 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 83 75 0 18 Jun 2022
Discovering the Unknown Knowns: Turning Implicit Knowledge in the Dataset into Explicit Training Examples for Visual Question Answering Jihyung Kil Cheng Zhang D. Xuan Wei-Lun Chao 92 20 0 13 Sep 2021
Separating Skills and Concepts for Novel Visual Question Answering Spencer Whitehead Hui Wu Heng Ji Rogerio Feris Kate Saenko CoGe 80 34 0 19 Jul 2021
Continual Learning in the Teacher-Student Setup: Impact of Task Similarity Sebastian Lee Sebastian Goldt Andrew M. Saxe CLL 72 74 0 09 Jul 2021
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision Wonjae Kim Bokyung Son Ildoo Kim VLM CLIP 126 1,749 0 05 Feb 2021
Understanding the Role of Training Regimes in Continual Learning Seyed Iman Mirzadeh Mehrdad Farajtabar Razvan Pascanu H. Ghasemzadeh CLL 73 225 0 12 Jun 2020
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,226 0 27 Aug 2019
Psycholinguistics meets Continual Learning: Measuring Catastrophic Forgetting in Visual Question Answering Claudio Greco Barbara Plank Raquel Fernández Raffaella Bernardi CLL KELM 58 50 0 10 Jun 2019
Which Tasks Should Be Learned Together in Multi-task Learning? Trevor Scott Standley Amir Zamir Dawn Chen Leonidas Guibas Jitendra Malik Silvio Savarese 103 517 0 18 May 2019
Three scenarios for continual learning Gido M. van de Ven A. Tolias CLL 99 893 0 15 Apr 2019
Scalable and Order-robust Continual Learning with Additive Parameter Decomposition Jaehong Yoon Saehoon Kim Eunho Yang Sung Ju Hwang CLL 70 177 0 25 Feb 2019
Efficient Lifelong Learning with A-GEM Arslan Chaudhry MarcÁurelio Ranzato Marcus Rohrbach Mohamed Elhoseiny CLL 210 1,456 0 02 Dec 2018
Generative replay with feedback connections as a general strategy for continual learning Gido M. van de Ven A. Tolias CLL KELM 75 226 0 27 Sep 2018
Taskonomy: Disentangling Task Transfer Learning Amir Zamir Alexander Sax Bokui (William) Shen Leonidas Guibas Jitendra Malik Silvio Savarese 123 1,220 0 23 Apr 2018
Bottom-Up and Top-Down Attention for Image Captioning and Visual Question Answering Peter Anderson Xiaodong He Chris Buehler Damien Teney Mark Johnson Stephen Gould Lei Zhang AIMat 121 4,216 0 25 Jul 2017
Learning to select data for transfer learning with Bayesian Optimization Sebastian Ruder Barbara Plank 75 185 0 17 Jul 2017
Gradient Episodic Memory for Continual Learning David Lopez-Paz MarcÁurelio Ranzato VLM CLL 127 2,714 0 26 Jun 2017
Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering Yash Goyal Tejas Khot D. Summers-Stay Dhruv Batra Devi Parikh CoGe 345 3,246 0 02 Dec 2016
Overcoming catastrophic forgetting in neural networks J. Kirkpatrick Razvan Pascanu Neil C. Rabinowitz J. Veness Guillaume Desjardins ... A. Grabska-Barwinska Demis Hassabis Claudia Clopath D. Kumaran R. Hadsell CLL 369 7,518 0 02 Dec 2016
Learning without Forgetting Zhizhong Li Derek Hoiem CLL OOD SSL 301 4,408 0 29 Jun 2016
An Empirical Investigation of Catastrophic Forgetting in Gradient-Based Neural Networks Ian Goodfellow M. Berk Mirza Xia Da Aaron Courville Yoshua Bengio 149 1,449 0 21 Dec 2013