Multi-Task Learning

H^2A^2: Homogeneity-Aware and Heterogeneity-Aware Feature Perception for Unified Indoor 3D Object Detection CVPR 2026 Harmony: Harmonizing Audio and Video Generation through Cross-Task Synergy CVPR 2026 Hugging Visual Prompt and Segmentation Tokens: Consistency Learning for Fine-Grained Visual Understanding in MLLMs CVPR 2026 HyperCT: Low-Rank Hypernet for Unified Chest CT Analysis MIDL 2026 Joint Spectral Image Reconstruction and Semantic Segmentation with Cooperative Unfolding CVPR 2026 Label-Free Cross-Task LoRA Merging with Null-Space Compression CVPR 2026 LogSigma at SemEval-2026 Task 3: Uncertainty-Weighted Multitask Learning for Dimensional Aspect-Based Sentiment Analysis SemEval 2026 MergeVLA: Cross-Skill Model Merging Toward a Generalist Vision-Language-Action Agent CVPR 2026 Model Merging in the Essential Subspace CVPR 2026 MT3: A Synergistic Multi-Task RL Framework for Specializing MLLMs in Text Image Machine Translation ACL 2026 MTIVE: Multi-Task Image Verification Engine Using Vision-Language Models for E-commerce ACL 2026 Multimodal Assessment of Pancreatic Cancer Resectability Using Deep Learning MIDL 2026 Multi-Task Reinforcement Learning for Enhanced Multimodal LLM-as-a-Judge ACL 2026 Neural-Centric Video Processing Pipeline for Unified Multi-Task Inference CVPR 2026 NexusFlow: Unifying Disparate Tasks under Partial Supervision via Invertible Flow Networks CVPR 2026 Omni2Sound: Towards Unified Video-Text-to-Audio Generation CVPR 2026 Parameter Importance is Not Static: Evolving Parameter Isolation for Supervised Fine-Tuning ACL 2026 Quantum-Gated Task-interaction Knowledge Distillation for Pre-trained Model-based Class-Incremental Learning CVPR 2026 Rethinking Depression Prediction from a Fine-Grained Subscore Modeling Perspective via Multi-Task Learning ACL 2026 Reusable Experiences: Latent Routing and Modular Composition in LLMs ACL 2026 Seeing Depth Through Frequency and Motion: A Progressive Training Paradigm for Monocular Depth Estimation CVPR 2026 SG-UniBuc-NLP at SemEval-2026 Task 6: Multi-Head RoBERTa with Chunking for Long-Context Evasion Detection SemEval 2026 SoccerMaster: A Vision Foundation Model for Soccer Understanding CVPR 2026 SRCB at SemEval-2026 Task 5 A Multi-Target Finetuning Framework for Large Language Models with Joint Regression and Text Generation SemEval 2026 StableMTL: Repurposing Latent Diffusion Models for Multi-Task Learning from Partially Annotated Synthetic Datasets CVPR 2026