Multi-Task Learning

PRO-VPT: Distribution-Adaptive Visual Prompt Tuning via Prompt Relocation ICCV 2025 PSMGD: Periodic Stochastic Multi-Gradient Descent for Fast Multi-Objective Optimization AAAI 2025 Regret Analysis of Multi-task Representation Learning for Linear-Quadratic Adaptive Control AAAI 2025 ReMP-AD: Retrieval-enhanced Multi-modal Prompt Fusion for Few-Shot Industrial Visual Anomaly Detection ICCV 2025 Rep-MTL: Unleashing the Power of Representation-level Task Saliency for Multi-Task Learning ICCV 2025 Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning ICCV 2025 Retriv at BLP-2025 Task 1: A Transformer Ensemble and Multi-Task Learning Approach for Bangla Hate Speech Identification AACL 2025 Revealing the impact of synthetic native samples and multi-tasking strategies in Hindi-English code-mixed humour and sarcasm detection EMNLP 2025 Revisiting Fairness in Multitask Learning: A Performance-Driven Approach for Variance Reduction CVPR 2025 Robust Detection of Persuasion Techniques in Slavic Languages via Multitask Debiasing and Walking Embeddings ACL 2025 Robust Knowledge Editing via Explicit Reasoning Chains for Distractor-Resilient Multi-Hop QA EMNLP 2025 Robust Logit Adjustment for Learning with Long-Tailed Noisy Data AAAI 2025 Robust Long-Range Perception Against Sensor Misalignment in Autonomous Vehicles WACV 2025 ROSE: A Reward-Oriented Data Selection Framework for LLM Task-Specific Instruction Tuning EMNLP 2025 ROUTE: Robust Multitask Tuning and Collaboration for Text-to-SQL ICLR 2025 SabiYarn: Advancing Low Resource Languages with Multitask NLP Pretraining ACL 2025 SAMO: A Lightweight Sharpness-Aware Approach for Multi-Task Optimization with Joint Global-Local Perturbation ICCV 2025 SATER: A Self-Aware and Token-Efficient Approach to Routing and Cascading EMNLP 2025 Select-then-Route : Taxonomy guided Routing for LLMs EMNLP 2025 Self-Improvement Towards Pareto Optimality: Mitigating Preference Conflicts in Multi-Objective Alignment ACL 2025 SemiVisBooster: Boosting Semi-Supervised Learning for Fine-Grained Classification through Pseudo-Label Semantic Guidance ICCV 2025 Sequential Preference Optimization: Multi-Dimensional Preference Alignment with Implicit Reward Modeling AAAI 2025 SGCD: Subtask-Guided Causal-Debiasing Framework for Robust Cross-Utterance Sentiment Quadruple Extraction in Dialogues EMNLP 2025 SimMLM: A Simple Framework for Multi-modal Learning with Missing Modality ICCV 2025 SKE-Layout: Spatial Knowledge Enhanced Layout Generation with LLMs CVPR 2025