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Active Learning
1885 directly classified papers
Papers per year
2001: 1
2002: 1
2004: 2
2005: 4
2006: 8
2007: 12
2008: 8
2009: 11
2010: 20
2011: 26
2012: 38
2013: 50
2014: 46
2015: 39
2016: 45
2017: 76
2018: 102
2019: 160
2020: 152
2021: 232
2022: 215
2023: 252
2024: 222
2025: 119
2026: 44
Papers
Inconsistency-Based Data-Centric Active Open-Set Annotation
AAAI 2024
Multi-Objective Bayesian Optimization with Active Preference Learning
AAAI 2024
Density Matters: Improved Core-Set for Active Domain Adaptive Segmentation
AAAI 2024
DISCount: Counting in Large Image Collections with Detector-Based Importance Sampling
AAAI 2024
Demo: Enhancing Wildlife Acoustic Data Annotation Efficiency through Transfer and Active Learning
IJCAI 2024
Human-in-the-Loop Visual Re-ID for Population Size Estimation
ECCV 2024
Adaptive importance sampling for heavy-tailed distributions via $α$-divergence minimization
AISTATS 2024
When to Show a Suggestion? Integrating Human Feedback in AI-Assisted Programming
AAAI 2024
VideoCoT: A Video Chain-of-Thought Dataset with Active Annotation Tool
ACL 2024
Sample-efficient Bayesian Optimisation Using Known Invariances
NIPS 2024
Training-Free Neural Active Learning with Initialization-Robustness Guarantees
ICML 2023
Internet Explorer: Targeted Representation Learning on the Open Web
ICML 2023
Evidential Interactive Learning for Medical Image Captioning
ICML 2023
TiDAL: Learning Training Dynamics for Active Learning
ICCV 2023
Bandits with costly reward observations
UAI 2023
Human-in-the-Loop Mixup
UAI 2023
Pixel Is All You Need: Adversarial Trajectory-Ensemble Active Learning for Salient Object Detection
AAAI 2023
Generative Flow Networks for Precise Reward-Oriented Active Learning on Graphs
IJCAI 2023
Efficient Failure Pattern Identification of Predictive Algorithms
UAI 2023
Knowledge-Aware Federated Active Learning with Non-IID Data
ICCV 2023
Heavy-tailed linear bandit with Huber regression
UAI 2023
Sample Efficient Paradigms for Personalized Assessment of Taskable AI Systems
IJCAI 2023
Fixed-Budget Best-Arm Identification with Heterogeneous Reward Variances
UAI 2023
Learning good interventions in causal graphs via covering
UAI 2023
Learning to Defer with Limited Expert Predictions
AAAI 2023
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