| Trustworthy Enhanced Multi-view Multi-modal Alzheimer's Disease Prediction with Brain-wide Imaging Transcriptomics Data | Jun 21, 2024 | Disease PredictionGraph Attention | CodeCode Available | 0 |
| Perks and Pitfalls of Faithfulness in Regular, Self-Explainable and Domain Invariant GNNs | Jun 21, 2024 | InformativenessOut-of-Distribution Generalization | —Unverified | 0 |
| Measuring Sample Importance in Data Pruning for Language Models based on Information Entropy | Jun 20, 2024 | Data CompressionInformativeness | —Unverified | 0 |
| Explainable by-design Audio Segmentation through Non-Negative Matrix Factorization and Probing | Jun 19, 2024 | InformativenessSegmentation | CodeCode Available | 0 |
| Converging Dimensions: Information Extraction and Summarization through Multisource, Multimodal, and Multilingual Fusion | Jun 19, 2024 | Informativeness | —Unverified | 0 |
| CrisisSense-LLM: Instruction Fine-Tuned Large Language Model for Multi-label Social Media Text Classification in Disaster Informatics | Jun 16, 2024 | ClassificationInformativeness | CodeCode Available | 0 |
| Annotation Cost-Efficient Active Learning for Deep Metric Learning Driven Remote Sensing Image Retrieval | Jun 14, 2024 | Active LearningContent-Based Image Retrieval | —Unverified | 0 |
| The Penalized Inverse Probability Measure for Conformal Classification | Jun 13, 2024 | ClassificationConformal Prediction | —Unverified | 0 |
| When is an Embedding Model More Promising than Another? | Jun 11, 2024 | Informativeness | —Unverified | 0 |
| Learning about informativeness | Jun 7, 2024 | Informativeness | —Unverified | 0 |
| TexIm FAST: Text-to-Image Representation for Semantic Similarity Evaluation using Transformers | Jun 6, 2024 | InformativenessSemantic Similarity | —Unverified | 0 |
| CODE: Contrasting Self-generated Description to Combat Hallucination in Large Multi-modal Models | Jun 4, 2024 | HallucinationInformativeness | —Unverified | 0 |
| Improving Paratope and Epitope Prediction by Multi-Modal Contrastive Learning and Interaction Informativeness Estimation | May 31, 2024 | Antibody-antigen binding predictionContrastive Learning | CodeCode Available | 0 |
| Proper Dataset Valuation by Pointwise Mutual Information | May 28, 2024 | Data ValuationInformativeness | —Unverified | 0 |
| KG-FIT: Knowledge Graph Fine-Tuning Upon Open-World Knowledge | May 26, 2024 | Graph EmbeddingInformativeness | CodeCode Available | 2 |
| Heteroscedastic Preferential Bayesian Optimization with Informative Noise Distributions | May 23, 2024 | Bayesian OptimizationInformativeness | —Unverified | 0 |
| Automated Evaluation of Retrieval-Augmented Language Models with Task-Specific Exam Generation | May 22, 2024 | InformativenessLanguage Modeling | CodeCode Available | 2 |
| Part-based Quantitative Analysis for Heatmaps | May 22, 2024 | Informativeness | —Unverified | 0 |
| Quantifying Semantic Emergence in Language Models | May 21, 2024 | In-Context LearningInformativeness | CodeCode Available | 0 |
| Conformal Alignment: Knowing When to Trust Foundation Models with Guarantees | May 16, 2024 | Decision MakingInformativeness | CodeCode Available | 1 |
| Optimal design of experiments in the context of machine-learning inter-atomic potentials: improving the efficiency and transferability of kernel based methods | May 14, 2024 | Informativeness | —Unverified | 0 |
| Informativeness of Weighted Conformal Prediction | May 10, 2024 | Conformal PredictionInformativeness | CodeCode Available | 0 |
| Incorporating External Knowledge and Goal Guidance for LLM-based Conversational Recommender Systems | May 3, 2024 | InformativenessRecommendation Systems | —Unverified | 0 |
| CodeGRAG: Bridging the Gap between Natural Language and Programming Language via Graphical Retrieval Augmented Generation | May 3, 2024 | Code GenerationInformativeness | —Unverified | 0 |
| Predictive Accuracy-Based Active Learning for Medical Image Segmentation | May 1, 2024 | Active LearningDiversity | CodeCode Available | 0 |
| Markovian Transformers for Informative Language Modeling | Apr 29, 2024 | GSM8KInformativeness | CodeCode Available | 1 |
| Logic Agent: Enhancing Validity with Logic Rule Invocation | Apr 28, 2024 | InformativenessNavigate | —Unverified | 0 |
| Improving Training-free Conditional Diffusion Model via Fisher Information | Apr 28, 2024 | Conditional Image GenerationImage Generation | —Unverified | 0 |
| Uncertainty in latent representations of variational autoencoders optimized for visual tasks | Apr 23, 2024 | Bayesian InferenceInductive Bias | CodeCode Available | 0 |
| VALOR-EVAL: Holistic Coverage and Faithfulness Evaluation of Large Vision-Language Models | Apr 22, 2024 | HallucinationInformativeness | CodeCode Available | 1 |
| Error Analysis of Shapley Value-Based Model Explanations: An Informative Perspective | Apr 21, 2024 | InformativenessNovel Concepts | —Unverified | 0 |
| Self-supervised Dataset Distillation: A Good Compression Is All You Need | Apr 11, 2024 | AllDataset Distillation | CodeCode Available | 2 |
| Rethinking How to Evaluate Language Model Jailbreak | Apr 9, 2024 | InformativenessLanguage Modeling | CodeCode Available | 1 |
| Enhancing Video Summarization with Context Awareness | Apr 6, 2024 | BenchmarkingInformativeness | CodeCode Available | 0 |
| Neuromorphic Split Computing with Wake-Up Radios: Architecture and Design via Digital Twinning | Apr 2, 2024 | Informativeness | —Unverified | 0 |
| Uncertainty-aware Active Learning of NeRF-based Object Models for Robot Manipulators using Visual and Re-orientation Actions | Apr 2, 2024 | Active LearningInformativeness | —Unverified | 0 |
| ChatGPT Rates Natural Language Explanation Quality Like Humans: But on Which Scales? | Mar 26, 2024 | Informativeness | CodeCode Available | 0 |
| The Informativeness of Combined Experimental and Observational Data under Dynamic Selection | Mar 24, 2024 | Informativeness | —Unverified | 0 |
| Policy Relevant Treatment Effects with Multidimensional Unobserved Heterogeneity | Mar 20, 2024 | Informativeness | —Unverified | 0 |
| CSDNet: Detect Salient Object in Depth-Thermal via A Lightweight Cross Shallow and Deep Perception Network | Mar 15, 2024 | DescriptiveInformativeness | —Unverified | 0 |
| Distribution-Aware Data Expansion with Diffusion Models | Mar 11, 2024 | Image GenerationInformativeness | CodeCode Available | 1 |
| Active Generalized Category Discovery | Mar 7, 2024 | Active Learningimbalanced classification | CodeCode Available | 2 |
| FKA-Owl: Advancing Multimodal Fake News Detection through Knowledge-Augmented LVLMs | Mar 4, 2024 | Fake News DetectionImage Manipulation | —Unverified | 0 |
| Revisiting Disentanglement in Downstream Tasks: A Study on Its Necessity for Abstract Visual Reasoning | Mar 1, 2024 | DisentanglementInformativeness | CodeCode Available | 0 |
| Downstream Task Guided Masking Learning in Masked Autoencoders Using Multi-Level Optimization | Feb 28, 2024 | InformativenessRepresentation Learning | CodeCode Available | 0 |
| Prioritizing Informative Features and Examples for Deep Learning from Noisy Data | Feb 27, 2024 | Active LearningInformativeness | CodeCode Available | 0 |
| How Ambiguous are the Rationales for Natural Language Reasoning? A Simple Approach to Handling Rationale Uncertainty | Feb 22, 2024 | Informativeness | —Unverified | 0 |
| Deep Structural Knowledge Exploitation and Synergy for Estimating Node Importance Value on Heterogeneous Information Networks | Feb 19, 2024 | InformativenessValue prediction | —Unverified | 0 |
| `Keep it Together': Enforcing Cohesion in Extractive Summaries by Simulating Human Memory | Feb 16, 2024 | InformativenessSentence | —Unverified | 0 |
| RAGIC: Risk-Aware Generative Adversarial Model for Stock Interval Construction | Feb 16, 2024 | Decision MakingGenerative Adversarial Network | —Unverified | 0 |