Multi-Task Learning

One Model for ALL: Low-Level Task Interaction Is a Key to Task-Agnostic Image Fusion CVPR 2025 On the Power of Multitask Representation Learning with Gradient Descent AISTATS 2025 Phaedrus at BEA 2025 Shared Task: Assessment of Mathematical Tutoring Dialogues through Tutor Identity Classification and Actionability Evaluation ACL 2025 Pitch Accent Detection improves Pretrained Automatic Speech Recognition Interspeech 2025 PMA: Towards Parameter-Efficient Point Cloud Understanding via Point Mamba Adapter CVPR 2025 Praetor: A Fine-Grained Generative LLM Evaluator with Instance-Level Customizable Evaluation Criteria ACL 2025 Promoting Knowledge Base Question Answering by Directing LLMs to Generate Task-relevant Logical Forms AAAI 2025 Prostate Cancer Detection in Bi-Parametric MRI using Zonal Anatomy-Guided U-Mamba with Multi-Task Learning MIDL 2025 PWM: Policy Learning with Multi-Task World Models ICLR 2025 RecLM: Recommendation Instruction Tuning ACL 2025 Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning ICCV 2025 RLMiniStyler: Light-weight RL Style Agent for Arbitrary Sequential Neural Style Generation IJCAI 2025 R-LoRA: Randomized Multi-Head LoRA for Efficient Multi-task Learning EMNLP 2025 RUBY: An Effective Framework for Multi-Constraint Multi-Hop Question Generation ACL 2025 SCALE: Towards Collaborative Content Analysis in Social Science with Large Language Model Agents and Human Intervention ACL 2025 Selecting and Merging: Towards Adaptable and Scalable Named Entity Recognition with Large Language Models ACL 2025 Sentiment Reasoning for Healthcare ACL 2025 SepVAC: Multitask Learning of Speaker Separation, Speaker Localization, Microphone Array Localization, and Room Acoustic Parameter Estimation in Various Acoustic Conditions Interspeech 2025 SGTC: Semantic-Guided Triplet Co-training for Sparsely Annotated Semi-Supervised Medical Image Segmentation AAAI 2025 SHARE: An SLM-based Hierarchical Action CorREction Assistant for Text-to-SQL ACL 2025 SongGLM: Lyric-to-Melody Generation with 2D Alignment Encoding and Multi-Task Pre-Training AAAI 2025 Speaker-Aware Multi-Task Learning for Speech Emotion Recognition Interspeech 2025 SpeechSEC: A Unified Multi-Task Framework for Speech Synthesis, Editing, and Continuation Interspeech 2025 Subjective Behaviors and Preferences in LLM: Language of Browsing EMNLP 2025 T2V2: A Unified Non-Autoregressive Model for Speech Recognition and Synthesis via Multitask Learning ICLR 2025