| KnowAgent: Knowledge-Augmented Planning for LLM-Based Agents | Mar 5, 2024 | HallucinationSelf-Learning | CodeCode Available | 3 |
| SPO: Sequential Monte Carlo Policy Optimisation | Feb 12, 2024 | Decision MakingModel-based Reinforcement Learning | CodeCode Available | 3 |
| Chain-of-Thought for Autonomous Driving: A Comprehensive Survey and Future Prospects | May 26, 2025 | Autonomous DrivingLogical Reasoning | CodeCode Available | 2 |
| Empowering Large Language Models to Set up a Knowledge Retrieval Indexer via Self-Learning | May 27, 2024 | Question AnsweringRAG | CodeCode Available | 2 |
| Discovery of 2D materials using Transformer Network based Generative Design | Jan 14, 2023 | Formation EnergySelf-Learning | CodeCode Available | 2 |
| Vector Contrastive Learning For Pixel-Wise Pretraining In Medical Vision | Jun 25, 2025 | Contrastive LearningFeature Correlation | CodeCode Available | 1 |
| Self-Learning Hyperspectral and Multispectral Image Fusion via Adaptive Residual Guided Subspace Diffusion Model | May 17, 2025 | Computational EfficiencySelf-Learning | CodeCode Available | 1 |
| Will Pre-Training Ever End? A First Step Toward Next-Generation Foundation MLLMs via Self-Improving Systematic Cognition | Mar 16, 2025 | Caption GenerationImage Captioning | CodeCode Available | 1 |
| CLISC: Bridging clip and sam by enhanced cam for unsupervised brain tumor segmentation | Jan 27, 2025 | Brain Tumor SegmentationData Augmentation | CodeCode Available | 1 |
| FNIN: A Fourier Neural Operator-based Numerical Integration Network for Surface-form-gradients | Jan 21, 2025 | FormNumerical Integration | CodeCode Available | 1 |
| Stratified Domain Adaptation: A Progressive Self-Training Approach for Scene Text Recognition | Oct 13, 2024 | Domain AdaptationOptical Character Recognition (OCR) | CodeCode Available | 1 |
| ExACT: Teaching AI Agents to Explore with Reflective-MCTS and Exploratory Learning | Oct 2, 2024 | Self-Learning | CodeCode Available | 1 |
| Prompting Segment Anything Model with Domain-Adaptive Prototype for Generalizable Medical Image Segmentation | Sep 19, 2024 | Domain GeneralizationImage Segmentation | CodeCode Available | 1 |
| EndoOmni: Zero-Shot Cross-Dataset Depth Estimation in Endoscopy by Robust Self-Learning from Noisy Labels | Sep 9, 2024 | Depth EstimationSelf-Learning | CodeCode Available | 1 |
| Self-Learning for Personalized Keyword Spotting on Ultra-Low-Power Audio Sensors | Aug 22, 2024 | Keyword SpottingSelf-Learning | CodeCode Available | 1 |
| An Uncertainty-guided Tiered Self-training Framework for Active Source-free Domain Adaptation in Prostate Segmentation | Jul 3, 2024 | Domain AdaptationImage Segmentation | CodeCode Available | 1 |
| Job-SDF: A Multi-Granularity Dataset for Job Skill Demand Forecasting and Benchmarking | Jun 17, 2024 | BenchmarkingDemand Forecasting | CodeCode Available | 1 |
| SSLChange: A Self-supervised Change Detection Framework Based on Domain Adaptation | May 28, 2024 | Change DetectionContrastive Learning | CodeCode Available | 1 |
| Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing | Apr 18, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| LiteNeXt: A Novel Lightweight ConvMixer-based Model with Self-embedding Representation Parallel for Medical Image Segmentation | Apr 4, 2024 | Data AugmentationDecoder | CodeCode Available | 1 |
| Into the Unknown: Self-Learning Large Language Models | Feb 14, 2024 | HallucinationSelf-Learning | CodeCode Available | 1 |
| Unveiling the Power of Self-supervision for Multi-view Multi-human Association and Tracking | Jan 31, 2024 | Self-LearningSelf-Supervised Learning | CodeCode Available | 1 |
| A universal approximation theorem for nonlinear resistive networks | Dec 22, 2023 | Self-Learning | CodeCode Available | 1 |
| Toward Open Vocabulary Aerial Object Detection with CLIP-Activated Student-Teacher Learning | Nov 20, 2023 | Objectobject-detection | CodeCode Available | 1 |
| Self-Improving for Zero-Shot Named Entity Recognition with Large Language Models | Nov 15, 2023 | In-Context Learningnamed-entity-recognition | CodeCode Available | 1 |
