A Survey of Deep Active Learning

30 August 2020

Pengzhen Ren

Yun Xiao

Xiaojun Chang

Po-Yao (Bernie) Huang

Papers citing "A Survey of Deep Active Learning"

50 / 112 papers shown

Title
Combining Abstract Argumentation and Machine Learning for Efficiently Analyzing Low-Level Process Event Streams Bettina Fazzinga Sergio Flesca F. Furfaro Luigi Pontieri Francesco Scala 19 0 0 09 May 2025
Enhancing Treatment Effect Estimation via Active Learning: A Counterfactual Covering Perspective Hechuan Wen Tong Chen Mingming Gong Li Kheng Chai S. Sadiq Hongzhi Yin CML 58 0 0 08 May 2025
Balancing Accuracy, Calibration, and Efficiency in Active Learning with Vision Transformers Under Label Noise Moseli Motsóehli Hope Mogale Kyungim Baek 38 0 0 07 May 2025
TActiLE: Tiny Active LEarning for wearable devices Massimo Pavan Claudio Galimberti Manuel Roveri 19 0 0 02 May 2025
JailbreaksOverTime: Detecting Jailbreak Attacks Under Distribution Shift Julien Piet Xiao Huang Dennis Jacob Annabella Chow Maha Alrashed Geng Zhao Zhanhao Hu Chawin Sitawarin Basel Alomair David A. Wagner AAML 70 0 0 28 Apr 2025
Fast and Robust: Task Sampling with Posterior and Diversity Synergies for Adaptive Decision-Makers in Randomized Environments Yun Qu W. Wang Yixiu Mao Yiqin Lv Xiangyang Ji TTA 90 0 0 27 Apr 2025
Co-Training with Active Contrastive Learning and Meta-Pseudo-Labeling on 2D Projections for Deep Semi-Supervised Learning David Aparco-Cardenas Jancarlo F. Gomes Alexandre X. Falcão Pedro J. de Rezende 46 0 0 25 Apr 2025
Enhancing Multimodal In-Context Learning for Image Classification through Coreset Optimization Huiyi Chen Jiawei Peng Kaihua Tang Xin Geng Xu Yang 22 0 0 19 Apr 2025
Learning Nash Equilibrial Hamiltonian for Two-Player Collision-Avoiding Interactions Lei Zhang Siddharth Das Tanner Merry Wenlong Zhang Yi Ren 52 0 0 10 Mar 2025
Rethinking Epistemic and Aleatoric Uncertainty for Active Open-Set Annotation: An Energy-Based Approach Chen-Chen Zong Sheng-Jun Huang EDL 90 0 0 27 Feb 2025
Vision-Language In-Context Learning Driven Few-Shot Visual Inspection Model Shiryu Ueno Yoshikazu Hayashi Shunsuke Nakatsuka Yusei Yamada Hiroaki Aizawa K. Kato MLLM VLM 99 0 0 13 Feb 2025
A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation M. Valiuddin R. V. Sloun C.G.A. Viviers Peter H. N. de With Fons van der Sommen UQCV 89 1 0 25 Nov 2024
MF-LAL: Drug Compound Generation Using Multi-Fidelity Latent Space Active Learning Peter Eckmann D. Wu G. Heinzelmann Michael K. Gilson Rose Yu AI4CE 40 0 0 15 Oct 2024
Dirichlet-Based Coarse-to-Fine Example Selection For Open-Set Annotation Ye-Wen Wang Chen-Chen Zong Ming-Kun Xie Sheng-Jun Huang 23 0 0 26 Sep 2024
Robust Offline Active Learning on Graphs Yuanchen Wu Yubai Yuan OffRL 21 0 0 15 Aug 2024
CALICO: Confident Active Learning with Integrated Calibration L. S. Querol Hajime Nagahara Hideaki Hayashi 21 0 0 02 Jul 2024
Assistive Image Annotation Systems with Deep Learning and Natural Language Capabilities: A Review Moseli Motsóehli VLM 3DV 30 0 0 28 Jun 2024
DLP: towards active defense against backdoor attacks with decoupled learning process Zonghao Ying Bin Wu AAML 44 6 0 18 Jun 2024
Online Bandit Learning with Offline Preference Data for Improved RLHF Akhil Agnihotri Rahul Jain Deepak Ramachandran Zheng Wen OffRL 37 1 0 13 Jun 2024
Enabling Visual Recognition at Radio Frequency Haowen Lai Gaoxiang Luo Yifei Liu Mingmin Zhao 24 1 0 29 May 2024
Edge-guided and Class-balanced Active Learning for Semantic Segmentation of Aerial Images Lianlei Shan Weiqiang Wang Ke Lv Bin Luo VLM 25 0 0 28 May 2024
Combining X-Vectors and Bayesian Batch Active Learning: Two-Stage Active Learning Pipeline for Speech Recognition O. Kundacina V. Vincan D. Mišković BDL 98 0 0 03 May 2024
Uncertainty for Active Learning on Graphs Dominik Fuchsgruber Tom Wollschlager Bertrand Charpentier Antonio Oroz Stephan Günnemann 38 10 0 02 May 2024
Progressive Knowledge Graph Completion Jiayi Li Ruilin Luo Jiaqi Sun Jing Xiao Yujiu Yang 22 1 0 15 Apr 2024
Uncertainty in Graph Neural Networks: A Survey Fangxin Wang Yuqing Liu Kay Liu Yibo Wang Sourav Medya Philip S. Yu AI4CE 48 8 0 11 Mar 2024
Active Statistical Inference Tijana Zrnic Emmanuel J. Candès 24 10 0 05 Mar 2024
Value Preferences Estimation and Disambiguation in Hybrid Participatory Systems Enrico Liscio Luciano Cavalcante Siebert Catholijn M. Jonker P. Murukannaiah 35 4 0 26 Feb 2024
Direct Acquisition Optimization for Low-Budget Active Learning Zhuokai Zhao Yibo Jiang Yuxin Chen 31 1 0 08 Feb 2024
Uncertainty quantification for probabilistic machine learning in earth observation using conformal prediction Geethen Singh Glenn Moncrieff Zander Venter Kerry Cawse-Nicholson Jasper Slingsby Tamara B. Robinson 26 13 0 12 Jan 2024
I-CEE: Tailoring Explanations of Image Classification Models to User Expertise Yao Rong Peizhu Qian Vaibhav Unhelkar Enkelejda Kasneci 32 0 0 19 Dec 2023
Semi-supervised Active Learning for Video Action Detection Aayush Singh A. J. Rana Akash Kumar Shruti Vyas Y. S. Rawat 28 7 0 12 Dec 2023
FisherRF: Active View Selection and Uncertainty Quantification for Radiance Fields using Fisher Information Wen Jiang Boshu Lei Kostas Daniilidis 3DGS 21 31 0 29 Nov 2023
Direct Preference-Based Evolutionary Multi-Objective Optimization with Dueling Bandit Tian Huang Ke Li Ke Li 26 1 0 23 Nov 2023
More Samples or More Prompts? Exploring Effective In-Context Sampling for LLM Few-Shot Prompt Engineering Bingsheng Yao Guiming Hardy Chen Ruishi Zou Yuxuan Lu Jiachen Li Shao Zhang Yisi Sang Sijia Liu James A. Hendler Dakuo Wang 35 13 0 16 Nov 2023
Anchor Points: Benchmarking Models with Much Fewer Examples Rajan Vivek Kawin Ethayarajh Diyi Yang Douwe Kiela ALM 27 21 0 14 Sep 2023
Optimal Sample Selection Through Uncertainty Estimation and Its Application in Deep Learning Yong Lin Chen Liu Chen Ye Qing Lian Yuan Yao Tong Zhang 21 3 0 05 Sep 2023
Deep Dive into the Language of International Relations: NLP-based Analysis of UNESCO's Summary Records Joanna Wojciechowska Mateusz Sypniewski Maria Śmigielska Igor Kamiñski Emilia Wisnios Hanna Schreiber Bartosz Pieliñski 27 2 0 31 Jul 2023
TableGPT: Towards Unifying Tables, Nature Language and Commands into One GPT Liangyu Zha Junlin Zhou Liyao Li Rui Wang Qingyi Huang ... Xing-yan Deng J. Xu Haobo Wang Gang Chen J. Zhao RALM LMTD 32 42 0 17 Jul 2023
Bayesian inference for data-efficient, explainable, and safe robotic motion planning: A review Chengmin Zhou Chao Wang Haseeb Hassan H. Shah Bingding Huang P. Fränti 3DV 30 3 0 16 Jul 2023
Training Ensembles with Inliers and Outliers for Semi-supervised Active Learning Vladan Stojnić Zakaria Laskar Giorgos Tolias 29 0 0 07 Jul 2023
IAdet: Simplest human-in-the-loop object detection Franco Marchesoni-Acland Gabriele Facciolo VLM 44 1 0 04 Jul 2023
Topology-Aware Uncertainty for Image Segmentation Saumya Gupta Yikai Zhang Xiaoling Hu Prateek Prasanna Chao Chen 28 27 0 09 Jun 2023
Training-Free Neural Active Learning with Initialization-Robustness Guarantees Apivich Hemachandra Zhongxiang Dai Jasraj Singh See-Kiong Ng K. H. Low AAML 30 6 0 07 Jun 2023
Repeated Random Sampling for Minimizing the Time-to-Accuracy of Learning Patrik Okanovic R. Waleffe Vasilis Mageirakos Konstantinos E. Nikolakakis Amin Karbasi Dionysis Kalogerias Nezihe Merve Gürel Theodoros Rekatsinas DD 39 12 0 28 May 2023
Radar-Camera Fusion for Object Detection and Semantic Segmentation in Autonomous Driving: A Comprehensive Review Shanliang Yao Runwei Guan Xiaoyu Huang Zhuoxiao Li Xiangyu Sha ... Eng Gee Lim H. Seo Ka Lok Man Xiaohui Zhu Yutao Yue 38 91 0 20 Apr 2023
Preemptively Pruning Clever-Hans Strategies in Deep Neural Networks Lorenz Linhardt Klaus-Robert Muller G. Montavon AAML 23 7 0 12 Apr 2023
Progressive Volume Distillation with Active Learning for Efficient NeRF Architecture Conversion Shuangkang Fang Yufeng Wang Yezhou Yang Weixin Xu He-Xuan Wang Wenrui Ding Shuchang Zhou 21 7 0 08 Apr 2023
Optimizing the Procedure of CT Segmentation Labeling Yaroslav Zharov T. Baumbach Vincent Heuveline 21 0 0 24 Mar 2023
EdgeTran: Co-designing Transformers for Efficient Inference on Mobile Edge Platforms Shikhar Tuli N. Jha 34 3 0 24 Mar 2023
Streaming Active Learning with Deep Neural Networks Akanksha Saran Safoora Yousefi A. Krishnamurthy John Langford Jordan T. Ash 32 15 0 05 Mar 2023