| ActiveAnno3D -- An Active Learning Framework for Multi-Modal 3D Object Detection | Feb 5, 2024 | 3D Object DetectionActive Learning | CodeCode Available | 4 | 5 |
| Large Language Models Are Human-Level Prompt Engineers | Nov 3, 2022 | Few-Shot LearningIn-Context Learning | CodeCode Available | 3 | 5 |
| WhisperNER: Unified Open Named Entity and Speech Recognition | Sep 12, 2024 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 3 | 5 |
| KG-FIT: Knowledge Graph Fine-Tuning Upon Open-World Knowledge | May 26, 2024 | Graph EmbeddingInformativeness | CodeCode Available | 2 | 5 |
| Active Generalized Category Discovery | Mar 7, 2024 | Active Learningimbalanced classification | CodeCode Available | 2 | 5 |
| β-DPO: Direct Preference Optimization with Dynamic β | Jul 11, 2024 | Informativeness | CodeCode Available | 2 | 5 |
| Self-supervised Dataset Distillation: A Good Compression Is All You Need | Apr 11, 2024 | AllDataset Distillation | CodeCode Available | 2 | 5 |
| Automated Evaluation of Retrieval-Augmented Language Models with Task-Specific Exam Generation | May 22, 2024 | InformativenessLanguage Modeling | CodeCode Available | 2 | 5 |
| Learning Task-Oriented Communication for Edge Inference: An Information Bottleneck Approach | Feb 8, 2021 | Dynamic neural networksInformativeness | CodeCode Available | 1 | 5 |
| HAGRID: A Human-LLM Collaborative Dataset for Generative Information-Seeking with Attribution | Jul 31, 2023 | Information RetrievalInformativeness | CodeCode Available | 1 | 5 |
| InstructTODS: Large Language Models for End-to-End Task-Oriented Dialogue Systems | Oct 13, 2023 | Dialogue State TrackingInformativeness | CodeCode Available | 1 | 5 |
| infoVerse: A Universal Framework for Dataset Characterization with Multidimensional Meta-information | May 30, 2023 | Active LearningInformativeness | CodeCode Available | 1 | 5 |
| Computation-Efficient Knowledge Distillation via Uncertainty-Aware Mixup | Dec 17, 2020 | InformativenessKnowledge Distillation | CodeCode Available | 1 | 5 |
| A comprehensive survey on deep active learning in medical image analysis | Oct 22, 2023 | Active LearningInformativeness | CodeCode Available | 1 | 5 |
| Learning to Navigate for Fine-grained Classification | Sep 2, 2018 | Fine-Grained Image ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| Few-Shot Learning for Opinion Summarization | Apr 30, 2020 | Few-Shot LearningInformativeness | CodeCode Available | 1 | 5 |
| Estimating informativeness of samples with Smooth Unique Information | Jan 17, 2021 | Informativeness | 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 |
| Causality-Inspired Fair Representation Learning for Multimodal Recommendation | Oct 26, 2023 | AttributeCausal Inference | CodeCode Available | 1 | 5 |
| Exemplary Natural Images Explain CNN Activations Better than State-of-the-Art Feature Visualization | Oct 23, 2020 | Informativeness | CodeCode Available | 1 | 5 |
| BEAMetrics: A Benchmark for Language Generation Evaluation Evaluation | Oct 18, 2021 | General KnowledgeInformativeness | CodeCode Available | 1 | 5 |
| Exploring Active 3D Object Detection from a Generalization Perspective | Jan 23, 2023 | 3D Object DetectionActive Learning | CodeCode Available | 1 | 5 |
| Bridging and Modeling Correlations in Pairwise Data for Direct Preference Optimization | Aug 14, 2024 | InformativenessInstruction Following | CodeCode Available | 1 | 5 |
| Graph Prototypical Networks for Few-shot Learning on Attributed Networks | Jun 23, 2020 | ClassificationDrug Discovery | CodeCode Available | 1 | 5 |
| ICYM2I: The illusion of multimodal informativeness under missingness | May 22, 2025 | Informativeness | CodeCode Available | 1 | 5 |
| Active Learning for Deep Object Detection via Probabilistic Modeling | Mar 30, 2021 | Active LearningClassification | CodeCode Available | 1 | 5 |
| Dialogue Chain-of-Thought Distillation for Commonsense-aware Conversational Agents | Oct 13, 2023 | InformativenessKnowledge Distillation | CodeCode Available | 1 | 5 |
| Capturing Global Informativeness in Open Domain Keyphrase Extraction | Apr 28, 2020 | ChunkingInformativeness | CodeCode Available | 1 | 5 |
| Dataset Factorization for Condensation | Nov 1, 2022 | Dataset DistillationDiversity | CodeCode Available | 1 | 5 |
| LADA: Look-Ahead Data Acquisition via Augmentation for Deep Active Learning | May 21, 2021 | Active LearningData Augmentation | CodeCode Available | 1 | 5 |
| Distributional Sliced-Wasserstein and Applications to Generative Modeling | Feb 18, 2020 | Informativeness | CodeCode Available | 1 | 5 |
| Controllable Abstractive Sentence Summarization with Guiding Entities | Dec 1, 2020 | InformativenessSentence | CodeCode Available | 1 | 5 |
| A Controllable Model of Grounded Response Generation | May 1, 2020 | Informativenessmodel | CodeCode Available | 1 | 5 |
| Coverage-based Example Selection for In-Context Learning | May 24, 2023 | In-Context LearningInformativeness | CodeCode Available | 1 | 5 |
| Enhanced spatio-temporal electric load forecasts using less data with active deep learning | Dec 8, 2020 | Active LearningBIG-bench Machine Learning | CodeCode Available | 1 | 5 |
| A Theory of Usable Information Under Computational Constraints | Feb 25, 2020 | InformativenessRepresentation Learning | CodeCode Available | 1 | 5 |
| Analysis of Social Media Data using Multimodal Deep Learning for Disaster Response | Apr 14, 2020 | Deep LearningDisaster Response | CodeCode Available | 1 | 5 |
| DeepEdit: Knowledge Editing as Decoding with Constraints | Jan 19, 2024 | Informativenessknowledge editing | CodeCode Available | 1 | 5 |
| Divide and Adapt: Active Domain Adaptation via Customized Learning | Jul 21, 2023 | Active LearningDomain Adaptation | CodeCode Available | 1 | 5 |
| DTELS: Towards Dynamic Granularity of Timeline Summarization | Nov 14, 2024 | InformativenessTimeline Summarization | CodeCode Available | 1 | 5 |
| EvalRS 2023. Well-Rounded Recommender Systems For Real-World Deployments | Apr 14, 2023 | FairnessInformativeness | CodeCode Available | 1 | 5 |
| Adaptive Sparse ViT: Towards Learnable Adaptive Token Pruning by Fully Exploiting Self-Attention | Sep 28, 2022 | Efficient ViTsInformativeness | CodeCode Available | 1 | 5 |
| Context-aware Attentional Pooling (CAP) for Fine-grained Visual Classification | Jan 17, 2021 | Fine-Grained Image ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| BARTScore: Evaluating Generated Text as Text Generation | Jun 22, 2021 | DecoderInformativeness | CodeCode Available | 1 | 5 |
| Active Instruction Tuning: Improving Cross-Task Generalization by Training on Prompt Sensitive Tasks | Nov 1, 2023 | InformativenessOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Dataset Distillation via Factorization | Oct 30, 2022 | Dataset DistillationHallucination | 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 |
| Best Practices for Multi-Fidelity Bayesian Optimization in Materials and Molecular Research | Oct 1, 2024 | Bayesian OptimizationInformativeness | CodeCode Available | 1 | 5 |
| Conformal Alignment: Knowing When to Trust Foundation Models with Guarantees | May 16, 2024 | Decision MakingInformativeness | CodeCode Available | 1 | 5 |
| Distribution-Aware Data Expansion with Diffusion Models | Mar 11, 2024 | Image GenerationInformativeness | CodeCode Available | 1 | 5 |