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| Exemplary Natural Images Explain CNN Activations Better than State-of-the-Art Feature Visualization | Oct 23, 2020 | Informativeness | CodeCode Available | 1 | 5 |
| Active Learning for Deep Object Detection via Probabilistic Modeling | Mar 30, 2021 | Active LearningClassification | CodeCode Available | 1 | 5 |
| EvalRS 2023. Well-Rounded Recommender Systems For Real-World Deployments | Apr 14, 2023 | FairnessInformativeness | CodeCode Available | 1 | 5 |
| Exploit Camera Raw Data for Video Super-Resolution via Hidden Markov Model Inference | Aug 24, 2020 | InformativenessSuper-Resolution | CodeCode Available | 1 | 5 |
| Spectrum Surveying: Active Radio Map Estimation with Autonomous UAVs | Jan 11, 2022 | Informativeness | CodeCode Available | 1 | 5 |
| Beyond Factuality: A Comprehensive Evaluation of Large Language Models as Knowledge Generators | Oct 11, 2023 | Information RetrievalInformativeness | CodeCode Available | 1 | 5 |
| Exploring Active 3D Object Detection from a Generalization Perspective | Jan 23, 2023 | 3D Object DetectionActive Learning | CodeCode Available | 1 | 5 |
| A comprehensive survey on deep active learning in medical image analysis | Oct 22, 2023 | Active LearningInformativeness | CodeCode Available | 1 | 5 |
| Few-Shot Learning for Opinion Summarization | Apr 30, 2020 | Few-Shot LearningInformativeness | CodeCode Available | 1 | 5 |
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| ICYM2I: The illusion of multimodal informativeness under missingness | May 22, 2025 | Informativeness | CodeCode Available | 1 | 5 |
| Causality-Inspired Fair Representation Learning for Multimodal Recommendation | Oct 26, 2023 | AttributeCausal Inference | CodeCode Available | 1 | 5 |
| Generative Subgraph Retrieval for Knowledge Graph-Grounded Dialog Generation | Oct 12, 2024 | InformativenessRetrieval | CodeCode Available | 1 | 5 |
| infoVerse: A Universal Framework for Dataset Characterization with Multidimensional Meta-information | May 30, 2023 | Active LearningInformativeness | CodeCode Available | 1 | 5 |
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| LADA: Look-Ahead Data Acquisition via Augmentation for Deep Active Learning | May 21, 2021 | Active LearningData Augmentation | CodeCode Available | 1 | 5 |
| BEAMetrics: A Benchmark for Language Generation Evaluation Evaluation | Oct 18, 2021 | General KnowledgeInformativeness | CodeCode Available | 1 | 5 |
| Best Practices for Multi-Fidelity Bayesian Optimization in Materials and Molecular Research | Oct 1, 2024 | Bayesian OptimizationInformativeness | CodeCode Available | 1 | 5 |
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| Multimodal Procedural Planning via Dual Text-Image Prompting | May 2, 2023 | Image GenerationImage to text | CodeCode Available | 1 | 5 |
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| Rethinking How to Evaluate Language Model Jailbreak | Apr 9, 2024 | InformativenessLanguage Modeling | CodeCode Available | 1 | 5 |
| Markovian Transformers for Informative Language Modeling | Apr 29, 2024 | GSM8KInformativeness | CodeCode Available | 1 | 5 |
| Conformal Alignment: Knowing When to Trust Foundation Models with Guarantees | May 16, 2024 | Decision MakingInformativeness | CodeCode Available | 1 | 5 |
| Computation-Efficient Knowledge Distillation via Uncertainty-Aware Mixup | Dec 17, 2020 | InformativenessKnowledge Distillation | CodeCode Available | 1 | 5 |
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| Dataset Distillation via Factorization | Oct 30, 2022 | Dataset DistillationHallucination | CodeCode Available | 1 | 5 |
| MVCNet: Multi-View Contrastive Network for Motor Imagery Classification | Feb 18, 2025 | Brain Computer InterfaceContrastive Learning | CodeCode Available | 1 | 5 |
| MUS-CDB: Mixed Uncertainty Sampling with Class Distribution Balancing for Active Annotation in Aerial Object Detection | Dec 6, 2022 | Active LearningActive Object Detection | CodeCode Available | 1 | 5 |
| Coverage-based Example Selection for In-Context Learning | May 24, 2023 | In-Context LearningInformativeness | CodeCode Available | 1 | 5 |
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| Falcon: Fair Active Learning using Multi-armed Bandits | Jan 23, 2024 | Active LearningAttribute | CodeCode Available | 0 | 5 |
| An Active Learning Approach for Reducing Annotation Cost in Skin Lesion Analysis | Sep 5, 2019 | Active LearningData Augmentation | CodeCode Available | 0 | 5 |
| FaithCAMERA: Construction of a Faithful Dataset for Ad Text Generation | Oct 4, 2024 | InformativenessSentence | CodeCode Available | 0 | 5 |
| Exploiting Unlabeled Data in CNNs by Self-supervised Learning to Rank | Feb 17, 2019 | Active LearningCrowd Counting | CodeCode Available | 0 | 5 |
| Exploring the Synergy Between Vision-Language Pretraining and ChatGPT for Artwork Captioning: A Preliminary Study | Jan 21, 2023 | Image CaptioningInformativeness | CodeCode Available | 0 | 5 |
| Robust Explainer Recommendation for Time Series Classification | Jun 8, 2023 | Activity RecognitionClassification | CodeCode Available | 0 | 5 |
| Explicable Reward Design for Reinforcement Learning Agents | Dec 1, 2021 | Informativenessreinforcement-learning | CodeCode Available | 0 | 5 |
| Face the Facts! Evaluating RAG-based Fact-checking Pipelines in Realistic Settings | Dec 19, 2024 | Fact CheckingInformativeness | CodeCode Available | 0 | 5 |
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| ERU-KG: Efficient Reference-aligned Unsupervised Keyphrase Generation | May 30, 2025 | InformativenessKeyphrase Generation | CodeCode Available | 0 | 5 |
| Entropy- and Distance-Based Predictors From GPT-2 Attention Patterns Predict Reading Times Over and Above GPT-2 Surprisal | Dec 21, 2022 | InformativenessLanguage Modelling | CodeCode Available | 0 | 5 |
| Dynamic Feature Acquisition Using Denoising Autoencoders | Nov 3, 2018 | DenoisingDensity Estimation | CodeCode Available | 0 | 5 |
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| Batch Decorrelation for Active Metric Learning | May 20, 2020 | Active LearningDiversity | CodeCode Available | 0 | 5 |
