Multi-Task Learning

Task Preference Optimization: Improving Multimodal Large Language Models with Vision Task Alignment CVPR 2025 Team INSAntive at SlavicNLP-2025 Shared Task: Data Augmentation and Enhancement via Explanations for Persuasion Technique Classification ACL 2025 Towards Accurate Phonetic Error Detection Through Phoneme Similarity Modeling Interspeech 2025 Towards Consistent Multi-Task Learning: Unlocking the Potential of Task-Specific Parameters CVPR 2025 Towards LLM-Empowered Fine-Grained Speech Descriptors for Explainable Emotion Recognition Interspeech 2025 Towards Universal Rainy Image Restoration: Benchmark and Baseline AAAI 2025 Trajectory-Class-Aware Multi-Agent Reinforcement Learning ICLR 2025 Tra-MoE: Learning Trajectory Prediction Model from Multiple Domains for Adaptive Policy Conditioning CVPR 2025 Understanding Multi-Task Activities from Single-Task Videos CVPR 2025 UniRestore: Unified Perceptual and Task-Oriented Image Restoration Model Using Diffusion Prior CVPR 2025 UniSTD: Towards Unified Spatio-Temporal Learning across Diverse Disciplines CVPR 2025 WeakMCN: Multi-task Collaborative Network for Weakly Supervised Referring Expression Comprehension and Segmentation CVPR 2025 Whilter: A Whisper-based Data Filter for "In-the-Wild" Speech Corpora Using Utterance-level Multi-Task Classification Interspeech 2025 XLand-100B: A Large-Scale Multi-Task Dataset for In-Context Reinforcement Learning ICLR 2025 Z-Magic: Zero-shot Multiple Attributes Guided Image Creator CVPR 2025 A Backpack Full of Skills: Egocentric Video Understanding with Diverse Task Perspectives CVPR 2024 AdaMoE: Token-Adaptive Routing with Null Experts for Mixture-of-Experts Language Models EMNLP 2024 A Joint Coreference-Aware Approach to Document-Level Target Sentiment Analysis ACL 2024 All-in-One Image Coding for Joint Human-Machine Vision with Multi-Path Aggregation NeurIPS 2024 AMAGO-2: Breaking the Multi-Task Barrier in Meta-Reinforcement Learning with Transformers NeurIPS 2024 A Multi-task Framework with Enhanced Hierarchical Attention for Sentiment Analysis on Classical Chinese Poetry: Utilizing Information from Short Lines EMNLP 2024 Are Machines Better at Complex Reasoning? Unveiling Human-Machine Inference Gaps in Entailment Verification ACL 2024 AT4CTR: Auxiliary Match Tasks for Enhancing Click-Through Rate Prediction AAAI 2024 A Unified Framework for 3D Scene Understanding NeurIPS 2024 AvatarGPT: All-in-One Framework for Motion Understanding Planning Generation and Beyond CVPR 2024