← Learning Types

Machine Learning › Learning Types ›

Weakly Supervised Learning

3895 directly classified papers

Papers per year

Papers

Aligning Attention with Human Rationales for Self-Explaining Hate Speech Detection AAAI 2026

Rethinking Multi-Instance Learning Through Graph-Driven Fusion: A Dual-Path Approach to Adaptive Representation AAAI 2026

Human-Corrected Labels Learning: Enhancing Labels Quality via Human Correction of VLMs Discrepancies AAAI 2026

Mitigating Endogenous Confirmation Bias in Noisy Label Learning for Vision-Language Models AAAI 2026

Semantic-Consistent Bidirectional Contrastive Hashing for Noisy Multi-Label Cross-Modal Retrieval AAAI 2026

Adaptive Momentum and EMA-weighted Modeling for Imbalanced Label Distribution Learning AAAI 2026

FedRNC: Addressing Spatio-Temporal Label Misalignment in Federated Noisy Class-Incremental Learning AAAI 2026

On Coresets for End-to-end Learning from Crowds AAAI 2026

CLASP: Cross-modal Salient Anchor-based Semantic Propagation for Weakly-supervised Dense Audio-Visual Event Localization AAAI 2026

ProCrop: Learning Aesthetic Image Cropping from Professional Compositions AAAI 2026

DBGroup: Dual-Branch Point Grouping for Weakly Supervised 3D Semantic Instance Segmentation AAAI 2026

RefineVAD: Semantic-Guided Feature Recalibration for Weakly Supervised Video Anomaly Detection AAAI 2026

TubeRMC: Tube-conditioned Reconstruction with Mutual Constraints for Weakly-supervised Spatio-Temporal Video Grounding AAAI 2026

Enhancing Generalization of Depth Estimation Foundation Model via Weakly-Supervised Adaptation with Regularization AAAI 2026

Selective Weak-to-Strong Generalization AAAI 2026

Escaping the CAM Shadow: Uncertainty-Guided Reliable Learning for Weakly Supervised Semantic Segmentation AAAI 2026

Rethinking Long-tailed Dataset Distillation: A Uni-Level Framework with Unbiased Recovery and Relabeling AAAI 2026

Leveraging Dissimilarity Invariance as a Robust Anchor for Learning with Noisy Labels AAAI 2026

Explainable Depression Assessment from Face Videos by Weakly Supervised Learning AAAI 2026

SSR: Semantic and Spatial Rectification for CLIP-based Weakly Supervised Segmentation AAAI 2026

From Passive Perception to Active Memory: A Weakly Supervised Image Manipulation Localization Framework Driven by Coarse-Grained Annotations AAAI 2026

Weakly-Supervised Image Forgery Localization via Vision-Language Collaborative Reasoning Framework AAAI 2026

Gene Incremental Learning for Single-Cell Transcriptomics AAAI 2026

Beyond Fully Supervised Pixel Annotations: Scribble-Driven Weakly-Supervised Framework for Image Manipulation Localization AAAI 2026

AI-Driven Marine Robotics: Emerging Trends in Underwater Perception and Ecosystem Monitoring AAAI 2026