Title
Memory Efficient Class-Incremental Learning for Image Classification Hanbin Zhao Haibo Wang Yongjian Fu Leilei Gan Xi Li CLL VLM 96 76 0 04 Aug 2020
Online Few-shot Gesture Learning on a Neuromorphic Processor Kenneth Stewart Garrick Orchard S. Shrestha Emre Neftci 91 38 0 03 Aug 2020
Removing Backdoor-Based Watermarks in Neural Networks with Limited Data Xuankai Liu Fengting Li Bihan Wen Qi Li AAML 73 61 0 02 Aug 2020
Bilevel Continual Learning Quang Pham Doyen Sahoo Chenghao Liu Guosheng Lin CLL 92 11 0 30 Jul 2020
A Lifelong Learning Approach to Mobile Robot Navigation Bo Liu Xuesu Xiao Peter Stone 103 10 0 28 Jul 2020
Lifelong Incremental Reinforcement Learning with Online Bayesian Inference Zhi Wang Chunlin Chen D. Dong CLL OffRL 78 56 0 28 Jul 2020
La-MAML: Look-ahead Meta Learning for Continual Learning Gunshi Gupta Karmesh Yadav Liam Paull CLL VLM 115 68 0 27 Jul 2020
Two-Level Residual Distillation based Triple Network for Incremental Object Detection Dongbao Yang Yu Zhou Dayan Wu Can Ma Fei Yang Weiping Wang ObjD 62 18 0 27 Jul 2020
Reparameterizing Convolutions for Incremental Multi-Task Learning without Task Interference Menelaos Kanakis David Brüggemann Suman Saha Stamatios Georgoulis Anton Obukhov Luc Van Gool CLL 115 72 0 24 Jul 2020
Mind Your Manners! A Dataset and A Continual Learning Approach for Assessing Social Appropriateness of Robot Actions Jonas Tjomsland Sinan Kalkan Hatice Gunes 73 20 0 24 Jul 2020
What and Where: Learn to Plug Adapters via NAS for Multi-Domain Learning Hanbin Zhao Hao Zeng Xin Qin Yongjian Fu Haibo Wang Bourahla Omar Xi Li 87 18 0 24 Jul 2020
ADER: Adaptively Distilled Exemplar Replay Towards Continual Learning for Session-based Recommendation Fei Mi Xiao Lin Boi Faltings CLL 102 53 0 23 Jul 2020
Memory-Latency-Accuracy Trade-offs for Continual Learning on a RISC-V Extreme-Edge Node Leonardo Ravaglia Manuele Rusci Alessandro Capotondi Francesco Conti Lorenzo Pellegrini Vincenzo Lomonaco Davide Maltoni Luca Benini 42 11 0 22 Jul 2020
Navigating the Trade-Off between Multi-Task Learning and Learning to Multitask in Deep Neural Networks S. S. Ravi Sebastian Musslick Maia Hamin Theodore L. Willke Jonathan Cohen 33 4 0 20 Jul 2020
XMixup: Efficient Transfer Learning with Auxiliary Samples by Cross-domain Mixup Xingjian Li Haoyi Xiong Haozhe An Chengzhong Xu Dejing Dou 46 8 0 20 Jul 2020
Learning latent representations across multiple data domains using Lifelong VAEGAN Fei Ye A. Bors SyDa CLL 68 67 0 20 Jul 2020
Drinking from a Firehose: Continual Learning with Web-scale Natural Language Hexiang Hu Ozan Sener Fei Sha V. Koltun CLL 69 27 0 18 Jul 2020
A Biologically Plausible Audio-Visual Integration Model for Continual Learning Wenjie Chen Fengtong Du Ye Wang Lihong Cao CLL 49 0 0 17 Jul 2020
AE-Net: Autonomous Evolution Image Fusion Method Inspired by Human Cognitive Mechanism Aiqing Fang Xinbo Zhao Jiaqi Yang Shihao Cao Yanning Zhang DiffM 58 3 0 17 Jul 2020
Backdoor Learning: A Survey Yiming Li Yong Jiang Zhifeng Li Shutao Xia AAML 193 624 0 17 Jul 2020
Neuromodulated Neural Architectures with Local Error Signals for Memory-Constrained Online Continual Learning Sandeep Madireddy A. Yanguas-Gil Prasanna Balaprakash CLL 44 0 0 16 Jul 2020
SpaceNet: Make Free Space For Continual Learning Ghada Sokar Decebal Constantin Mocanu Mykola Pechenizkiy CLL 107 81 0 15 Jul 2020
Anatomy of Catastrophic Forgetting: Hidden Representations and Task Semantics V. Ramasesh Ethan Dyer M. Raghu CLL 112 179 0 14 Jul 2020
Lifelong Policy Gradient Learning of Factored Policies for Faster Training Without Forgetting Jorge Armando Mendez Mendez Boyu Wang Eric Eaton CLL 86 38 0 14 Jul 2020
Automated Synthetic-to-Real Generalization Wuyang Chen Zhiding Yu Zhangyang Wang Anima Anandkumar 91 68 0 14 Jul 2020
Lifelong Learning using Eigentasks: Task Separation, Skill Acquisition, and Selective Transfer Aswin Raghavan Jesse Hostetler Indranil Sur Abrar Rahman Ajay Divakaran CLL 55 7 0 14 Jul 2020
Towards an Interface Description Template for AI-enabled Systems Niloofar Shadab A. Salado 32 2 0 13 Jul 2020
Disentanglement of Color and Shape Representations for Continual Learning David Berga Marc Masana Joost van de Weijer CLL 41 2 0 13 Jul 2020
RATT: Recurrent Attention to Transient Tasks for Continual Image Captioning Riccardo Del Chiaro Bartlomiej Twardowski Andrew D. Bagdanov Joost van de Weijer CLL VLM 105 41 0 13 Jul 2020
Bridging Maximum Likelihood and Adversarial Learning via $α$ -Divergence Miaoyun Zhao Yulai Cong Shuyang Dai Lawrence Carin GAN 60 10 0 13 Jul 2020
Learning Abstract Models for Strategic Exploration and Fast Reward Transfer Emmy Liu Ramtin Keramati Sudarshan Seshadri Kelvin Guu Panupong Pasupat Emma Brunskill Percy Liang OffRL 69 6 0 12 Jul 2020
HyperGrid: Efficient Multi-Task Transformers with Grid-wise Decomposable Hyper Projections Yi Tay Zhe Zhao Dara Bahri Donald Metzler Da-Cheng Juan 75 9 0 12 Jul 2020
Batch-level Experience Replay with Review for Continual Learning Zheda Mai Hyunwoo J. Kim Jihwan Jeong Scott Sanner VLM CLL 69 15 0 11 Jul 2020
SeqHAND:RGB-Sequence-Based 3D Hand Pose and Shape Estimation John Yang H. Chang Seungeui Lee Nojun Kwak 3DH 121 50 0 10 Jul 2020
Graph-Based Continual Learning Binh Tang David S. Matteson BDL CLL 83 37 0 09 Jul 2020
InfoMax-GAN: Improved Adversarial Image Generation via Information Maximization and Contrastive Learning Kwot Sin Lee Ngoc-Trung Tran Ngai-Man Cheung GAN 109 69 0 09 Jul 2020
Towards a practical measure of interference for reinforcement learning Vincent Liu Adam White Hengshuai Yao Martha White 49 5 0 07 Jul 2020
Deep Reinforcement Learning and its Neuroscientific Implications M. Botvinick Jane X. Wang Will Dabney Kevin J. Miller Z. Kurth-Nelson OffRL AI4CE 97 178 0 07 Jul 2020
Continual BERT: Continual Learning for Adaptive Extractive Summarization of COVID-19 Literature Jongjin Park CLL 74 16 0 07 Jul 2020
Graph Neural Networks with Continual Learning for Fake News Detection from Social Media Yi Han S. Karunasekera C. Leckie GNN 131 112 0 07 Jul 2020
Continual Learning in Human Activity Recognition: an Empirical Analysis of Regularization Saurav Jha Martin Schiemer Juan Ye CLL 77 13 0 06 Jul 2020
Dynamic memory to alleviate catastrophic forgetting in continuous learning settings J. Hofmanninger Matthias Perkonigg J. Brink Oleg S. Pianykh Christian Herold Georg Langs OOD MedIm 83 28 0 06 Jul 2020
FLUID: A Unified Evaluation Framework for Flexible Sequential Data Matthew Wallingford Aditya Kusupati Keivan Alizadeh Vahid Aaron Walsman Aniruddha Kembhavi Ali Farhadi 75 2 0 06 Jul 2020
Pseudo-Rehearsal for Continual Learning with Normalizing Flows Jary Pomponi Simone Scardapane A. Uncini 62 15 0 05 Jul 2020
On Class Orderings for Incremental Learning Marc Masana Bartlomiej Twardowski Joost van de Weijer CLL 70 15 0 04 Jul 2020
RSAC: Regularized Subspace Approximation Classifier for Lightweight Continuous Learning Chih-Hsing Ho Shang-Ho S. Tsai CLL 38 0 0 03 Jul 2020
Learn Faster and Forget Slower via Fast and Stable Task Adaptation Farshid Varno Lucas May Petry Lisa Di-Jorio Stan Matwin CLL 80 2 0 02 Jul 2020
Sequential Domain Adaptation through Elastic Weight Consolidation for Sentiment Analysis Avinash Madasu Anvesh Rao Vijjini CLL 67 14 0 02 Jul 2020
Iterative Bounding Box Annotation for Object Detection Bishwo Adhikari H. Huttunen ObjD 69 30 0 02 Jul 2020
Continual Learning: Tackling Catastrophic Forgetting in Deep Neural Networks with Replay Processes Timothée Lesort CLL 85 22 0 01 Jul 2020