| 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 |
| Towards Realistic Zero-Shot Classification via Self Structural Semantic Alignment | Aug 24, 2023 | Self-Learningzero-shot-classification | CodeCode Available | 1 |
| 3DPortraitGAN: Learning One-Quarter Headshot 3D GANs from a Single-View Portrait Dataset with Diverse Body Poses | Jul 27, 2023 | Self-Learning | CodeCode Available | 1 |
| Semi-supervised Domain Adaptive Medical Image Segmentation through Consistency Regularized Disentangled Contrastive Learning | Jul 6, 2023 | Contrastive LearningDecoder | CodeCode Available | 1 |
| Dynamic Feature-based Deep Reinforcement Learning for Flow Control of Circular Cylinder with Sparse Surface Pressure Sensing | Jul 5, 2023 | Deep Reinforcement LearningSelf-Learning | CodeCode Available | 1 |
| Retrieval-Based Transformer for Table Augmentation | Jun 20, 2023 | ImputationRetrieval | CodeCode Available | 1 |
| ST-PINN: A Self-Training Physics-Informed Neural Network for Partial Differential Equations | Jun 15, 2023 | Pseudo LabelSelf-Learning | CodeCode Available | 1 |
| Point-supervised Single-cell Segmentation via Collaborative Knowledge Sharing | Apr 20, 2023 | Cell Segmentationobject-detection | CodeCode Available | 1 |
| AISecKG: Knowledge Graph Dataset for Cybersecurity Education | Mar 30, 2023 | Active LearningKnowledge Graphs | CodeCode Available | 1 |
| TeSLA: Test-Time Self-Learning With Automatic Adversarial Augmentation | Mar 17, 2023 | Knowledge DistillationSelf-Learning | CodeCode Available | 1 |
| MixSpeech: Cross-Modality Self-Learning with Audio-Visual Stream Mixup for Visual Speech Translation and Recognition | Mar 9, 2023 | Lip ReadingMachine Translation | CodeCode Available | 1 |
| ARGUS: Context-Based Detection of Stealthy IoT Infiltration Attacks | Feb 15, 2023 | Intrusion DetectionSelf-Learning | CodeCode Available | 1 |
| Reinforcement Learning in an Adaptable Chess Environment for Detecting Human-understandable Concepts | Nov 10, 2022 | Autonomous Vehiclesreinforcement-learning | CodeCode Available | 1 |
| Self-supervised Character-to-Character Distillation for Text Recognition | Nov 1, 2022 | Data AugmentationRepresentation Learning | CodeCode Available | 1 |
| Self-Improving Safety Performance of Reinforcement Learning Based Driving with Black-Box Verification Algorithms | Oct 29, 2022 | Autonomous DrivingDiversity | CodeCode Available | 1 |
| ViT-DD: Multi-Task Vision Transformer for Semi-Supervised Driver Distraction Detection | Sep 19, 2022 | Self-Learning | CodeCode Available | 1 |
| Unsupervised Video Object Segmentation via Prototype Memory Network | Sep 8, 2022 | ObjectOptical Flow Estimation | CodeCode Available | 1 |
| Texture-guided Saliency Distilling for Unsupervised Salient Object Detection | Jul 13, 2022 | Objectobject-detection | CodeCode Available | 1 |
| Deep Learning for Anomaly Detection in Log Data: A Survey | Jul 8, 2022 | Anomaly DetectionDeep Learning | CodeCode Available | 1 |
| Learning the Evolutionary and Multi-scale Graph Structure for Multivariate Time Series Forecasting | Jun 28, 2022 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Protoformer: Embedding Prototypes for Transformers | Jun 25, 2022 | ClassificationGeneral Classification | CodeCode Available | 1 |
| GMML is All you Need | May 30, 2022 | AllData Augmentation | CodeCode Available | 1 |
| DRLComplex: Reconstruction of protein quaternary structures using deep reinforcement learning | May 26, 2022 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Improving Word Translation via Two-Stage Contrastive Learning | Mar 15, 2022 | Bilingual Lexicon InductionContrastive Learning | CodeCode Available | 1 |
| Doctor Recommendation in Online Health Forums via Expertise Learning | Mar 6, 2022 | Self-Learning | CodeCode Available | 1 |
| Show Me What and Tell Me How: Video Synthesis via Multimodal Conditioning | Mar 4, 2022 | Self-LearningText Augmentation | CodeCode Available | 1 |