Multi-Task Learning

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts Interspeech 2025 Blend the Separated: Mixture of Synergistic Experts for Data-Scarcity Drug-Target Interaction Prediction AAAI 2025 Bone Soups: A Seek-and-Soup Model Merging Approach for Controllable Multi-Objective Generation ACL 2025 Both Supply and Precision: Sample Debias and Ranking Consistency Joint Learning for Large Scale Pre-Ranking System AAAI 2025 Capability Instruction Tuning AAAI 2025 CDHF at SemEval-2025 Task 9: A Multi-Task Learning Approach for Food Hazard Classification SemEval 2025 Chain-of-Instructions: Compositional Instruction Tuning on Large Language Models AAAI 2025 CLaC at SemEval-2025 Task 6: A Multi-Architecture Approach for Corporate Environmental Promise Verification SemEval 2025 Complexity Experts are Task-Discriminative Learners for Any Image Restoration CVPR 2025 ConfigX: Modular Configuration for Evolutionary Algorithms via Multitask Reinforcement Learning AAAI 2025 Count Your Speakers! Multitask Learning for Multimodal Speaker Diarization Interspeech 2025 Cross-modal Multi-task Learning for Multimedia Event Extraction AAAI 2025 CU-MAM: Coherence-Driven Unified Macro-Structures for Argument Mining ACL 2025 Debiased All-in-one Image Restoration with Task Uncertainty Regularization AAAI 2025 Decouple-Then-Merge: Finetune Diffusion Models as Multi-Task Learning CVPR 2025 Developing a High-performance Framework for Speech Emotion Recognition in Naturalistic Conditions Challenge for Emotional Attribute Prediction Interspeech 2025 DiTASK: Multi-Task Fine-Tuning with Diffeomorphic Transformations CVPR 2025 Dynamic Multi-Interest Graph Neural Network for Session-Based Recommendation AAAI 2025 Dynamic Task Vector Grouping for Efficient Multi-Task Prompt Tuning ACL 2025 Effective Multi-Task Learning for Biomedical Named Entity Recognition ACL 2025 Efficient Compositional Multi-tasking for On-device Large Language Models EMNLP 2025 Enhancing Acoustic-to-Articulatory Inversion with Multi-Target Pretraining for Low-Resource Settings Interspeech 2025 Enhancing Generalization of Speech Large Language Models with Multi-Task Behavior Imitation and Speech-Text Interleaving Interspeech 2025 Enhancing Goal-oriented Proactive Dialogue Systems via Consistency Reflection and Correction ACL 2025 Enhancing Large Language Model for Knowledge Graph Completion via Structure-Aware Alignment-Tuning EMNLP 2025