Controllable Pseudo-Label Generation Improves Long-Tailed SSL

Researchers introduced Controllable Pseudo-Label Generation (CPG), which lifts long‑tailed semi‑supervised learning accuracy by up to 15.97% and was submitted in October 2025. getnews.me/controllable-pseudo-labe... #semisupervised #machinelearning

Adaptive Pseudo-Label Selection Improves Semi-Supervised 3D Detection

A learnable pseudo-label selection module improves precision and recall for semi-supervised 3D detection on KITTI and Waymo; the paper was submitted September 2025. Read more: getnews.me/adaptive-pseudo-label-se... #semisupervised #3ddetection

Refine-Control: Semi-supervised Distillation for Conditional Image Generation

Refine‑Control uses semi‑supervised distillation with a tri‑level loss, letting a student model generate images from text and cutting compute cost and latency. Read more: getnews.me/refine-control-semi-supe... #refinecontrol #semisupervised

LESS: LLM‑Enhanced Semi‑Supervised Learning for Speech Models

LESS framework uses an LLM to refine pseudo‑labels, cutting Mandarin ASR word error rate by 3.8 % and boosting Spanish‑English translation BLEU by up to 0.8 points. Read more: getnews.me/less-llm-enhanced-semi-s... #speech #llm #semisupervised

Large‑Scale Parking Slot Detection Dataset and Semi‑Supervised Model Boost Accuracy

Researchers released the CRPS‑D dataset—a large parking‑slot collection—and the SS‑PSD model, boosting detection with labeled and unlabeled images. 16 Sep 2025. getnews.me/large-scale-parking-slot... #parkingslot #semisupervised

Uncertainty‑Guided Dual Network Improves 3D Medical Segmentation

A semi‑supervised dual‑network model achieved an 89.95% Dice score on the Left Atrial dataset with only 10% labeled data, using cross consistency for 3D segmentation. Read more: getnews.me/uncertainty-guided-dual-... #semisupervised #medicalimaging

Semi-Supervised AI Enhances Dose Prediction for Radionuclide Therapy

A FixMatch semi‑supervised AI model predicted organ doses for targeted radionuclide therapy with lower error than fully supervised models in synthetic tests. getnews.me/semi-supervised-ai-enhan... #radionuclidetherapy #semisupervised