| ActiveAnno3D -- An Active Learning Framework for Multi-Modal 3D Object Detection | Feb 5, 2024 | 3D Object DetectionActive Learning | CodeCode Available | 4 |
| WhisperNER: Unified Open Named Entity and Speech Recognition | Sep 12, 2024 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 3 |
| Large Language Models Are Human-Level Prompt Engineers | Nov 3, 2022 | Few-Shot LearningIn-Context Learning | CodeCode Available | 3 |
| β-DPO: Direct Preference Optimization with Dynamic β | Jul 11, 2024 | Informativeness | CodeCode Available | 2 |
| KG-FIT: Knowledge Graph Fine-Tuning Upon Open-World Knowledge | May 26, 2024 | Graph EmbeddingInformativeness | CodeCode Available | 2 |
| Automated Evaluation of Retrieval-Augmented Language Models with Task-Specific Exam Generation | May 22, 2024 | InformativenessLanguage Modeling | CodeCode Available | 2 |
| Self-supervised Dataset Distillation: A Good Compression Is All You Need | Apr 11, 2024 | AllDataset Distillation | CodeCode Available | 2 |
| Active Generalized Category Discovery | Mar 7, 2024 | Active Learningimbalanced classification | CodeCode Available | 2 |
| ICYM2I: The illusion of multimodal informativeness under missingness | May 22, 2025 | Informativeness | CodeCode Available | 1 |
| WikiAutoGen: Towards Multi-Modal Wikipedia-Style Article Generation | Mar 24, 2025 | ArticlesInformativeness | CodeCode Available | 1 |
| MVCNet: Multi-View Contrastive Network for Motor Imagery Classification | Feb 18, 2025 | Brain Computer InterfaceContrastive Learning | CodeCode Available | 1 |
| PA-RAG: RAG Alignment via Multi-Perspective Preference Optimization | Dec 19, 2024 | InformativenessRAG | CodeCode Available | 1 |
| DTELS: Towards Dynamic Granularity of Timeline Summarization | Nov 14, 2024 | InformativenessTimeline Summarization | CodeCode Available | 1 |
| Multi-expert Prompting Improves Reliability, Safety, and Usefulness of Large Language Models | Nov 1, 2024 | Decision MakingInformativeness | CodeCode Available | 1 |
| Generative Subgraph Retrieval for Knowledge Graph-Grounded Dialog Generation | Oct 12, 2024 | InformativenessRetrieval | CodeCode Available | 1 |
| Best Practices for Multi-Fidelity Bayesian Optimization in Materials and Molecular Research | Oct 1, 2024 | Bayesian OptimizationInformativeness | CodeCode Available | 1 |
| Bridging and Modeling Correlations in Pairwise Data for Direct Preference Optimization | Aug 14, 2024 | InformativenessInstruction Following | CodeCode Available | 1 |
| Revisiting Sparse Rewards for Goal-Reaching Reinforcement Learning | Jun 29, 2024 | Informativenessreinforcement-learning | CodeCode Available | 1 |
| Conformal Alignment: Knowing When to Trust Foundation Models with Guarantees | May 16, 2024 | Decision MakingInformativeness | CodeCode Available | 1 |
| Markovian Transformers for Informative Language Modeling | Apr 29, 2024 | GSM8KInformativeness | CodeCode Available | 1 |
| VALOR-EVAL: Holistic Coverage and Faithfulness Evaluation of Large Vision-Language Models | Apr 22, 2024 | HallucinationInformativeness | CodeCode Available | 1 |
| Rethinking How to Evaluate Language Model Jailbreak | Apr 9, 2024 | InformativenessLanguage Modeling | CodeCode Available | 1 |
| Distribution-Aware Data Expansion with Diffusion Models | Mar 11, 2024 | Image GenerationInformativeness | CodeCode Available | 1 |
| DeepEdit: Knowledge Editing as Decoding with Constraints | Jan 19, 2024 | Informativenessknowledge editing | CodeCode Available | 1 |
| Think Twice Before Selection: Federated Evidential Active Learning for Medical Image Analysis with Domain Shifts | Dec 5, 2023 | Active LearningDiversity | CodeCode Available | 1 |
| Active Instruction Tuning: Improving Cross-Task Generalization by Training on Prompt Sensitive Tasks | Nov 1, 2023 | InformativenessOut-of-Distribution Generalization | CodeCode Available | 1 |
| Causality-Inspired Fair Representation Learning for Multimodal Recommendation | Oct 26, 2023 | AttributeCausal Inference | CodeCode Available | 1 |
| A comprehensive survey on deep active learning in medical image analysis | Oct 22, 2023 | Active LearningInformativeness | CodeCode Available | 1 |
| InstructTODS: Large Language Models for End-to-End Task-Oriented Dialogue Systems | Oct 13, 2023 | Dialogue State TrackingInformativeness | CodeCode Available | 1 |
| Dialogue Chain-of-Thought Distillation for Commonsense-aware Conversational Agents | Oct 13, 2023 | InformativenessKnowledge Distillation | CodeCode Available | 1 |
| Beyond Factuality: A Comprehensive Evaluation of Large Language Models as Knowledge Generators | Oct 11, 2023 | Information RetrievalInformativeness | CodeCode Available | 1 |
| HAGRID: A Human-LLM Collaborative Dataset for Generative Information-Seeking with Attribution | Jul 31, 2023 | Information RetrievalInformativeness | CodeCode Available | 1 |
| Divide and Adapt: Active Domain Adaptation via Customized Learning | Jul 21, 2023 | Active LearningDomain Adaptation | CodeCode Available | 1 |
| On information captured by neural networks: connections with memorization and generalization | Jun 28, 2023 | InformativenessKnowledge Distillation | CodeCode Available | 1 |
| infoVerse: A Universal Framework for Dataset Characterization with Multidimensional Meta-information | May 30, 2023 | Active LearningInformativeness | CodeCode Available | 1 |
| Summarizing Stream Data for Memory-Constrained Online Continual Learning | May 26, 2023 | Continual LearningInformativeness | CodeCode Available | 1 |
| Self-contradictory Hallucinations of Large Language Models: Evaluation, Detection and Mitigation | May 25, 2023 | Hallucination Pair-wise Detection (1-ref)Informativeness | CodeCode Available | 1 |
| Coverage-based Example Selection for In-Context Learning | May 24, 2023 | In-Context LearningInformativeness | CodeCode Available | 1 |
| Prompting Language-Informed Distribution for Compositional Zero-Shot Learning | May 23, 2023 | Compositional Zero-Shot LearningInformativeness | CodeCode Available | 1 |
| Multimodal Procedural Planning via Dual Text-Image Prompting | May 2, 2023 | Image GenerationImage to text | CodeCode Available | 1 |
| ReCEval: Evaluating Reasoning Chains via Correctness and Informativeness | Apr 21, 2023 | InformativenessNatural Language Inference | CodeCode Available | 1 |
| EvalRS 2023. Well-Rounded Recommender Systems For Real-World Deployments | Apr 14, 2023 | FairnessInformativeness | CodeCode Available | 1 |
| Uncertainty Estimation by Fisher Information-based Evidential Deep Learning | Mar 3, 2023 | Deep LearningInformativeness | CodeCode Available | 1 |
| Long Text and Multi-Table Summarization: Dataset and Method | Feb 8, 2023 | Abstractive Text SummarizationDocument Summarization | CodeCode Available | 1 |
| Exploring Active 3D Object Detection from a Generalization Perspective | Jan 23, 2023 | 3D Object DetectionActive Learning | CodeCode Available | 1 |
| 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 |
| Rethinking Data Augmentation for Single-source Domain Generalization in Medical Image Segmentation | Nov 27, 2022 | Data AugmentationDiversity | CodeCode Available | 1 |
| Task-Oriented Communication for Edge Video Analytics | Nov 25, 2022 | Informativeness | CodeCode Available | 1 |
| Dataset Factorization for Condensation | Nov 1, 2022 | Dataset DistillationDiversity | CodeCode Available | 1 |
| Dataset Distillation via Factorization | Oct 30, 2022 | Dataset DistillationHallucination | CodeCode Available | 1 |
