| 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 |
