STG-MTL: Scalable Task Grouping for Multi-Task Learning Using Data Map
Paper
• 2307.03374 • Published
• 1
Multi-Task Learning
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AdaTT: Adaptive Task-to-Task Fusion Network for Multitask Learning in Recommendations
Paper • 2304.04959 • Published • 3 -
Improvable Gap Balancing for Multi-Task Learning
Paper • 2307.15429 • Published • 2 -
Understanding and Improving Information Transfer in Multi-Task Learning
Paper • 2005.00944 • Published • 1 -
Independent Component Alignment for Multi-Task Learning
Paper • 2305.19000 • Published -
Task Preference Optimization: Improving Multimodal Large Language Models with Vision Task Alignment
Paper • 2412.19326 • Published • 18 -
Heterogeneous Multi-task Learning with Expert Diversity
Paper • 2106.10595 • Published • 2 -
Rep-MTL: Unleashing the Power of Representation-level Task Saliency for Multi-Task Learning
Paper • 2507.21049 • Published • 41 -
Improving Multi-task Learning via Seeking Task-based Flat Regions
Paper • 2211.13723 • Published • 3 -
Gradient Surgery for Multi-Task Learning
Paper • 2001.06782 • Published • 1 -
Representation Surgery for Multi-Task Model Merging
Paper • 2402.02705 • Published • 2 -
TaskExpert: Dynamically Assembling Multi-Task Representations with Memorial Mixture-of-Experts
Paper • 2307.15324 • Published -
Proactive Gradient Conflict Mitigation in Multi-Task Learning: A Sparse Training Perspective
Paper • 2411.18615 • Published • 1 -
GAT: Guided Adversarial Training with Pareto-optimal Auxiliary Tasks
Paper • 2302.02907 • Published -
Efficient Training of Multi-task Combinarotial Neural Solver with Multi-armed Bandits
Paper • 2305.06361 • Published • 1 -
MEGAVERSE: Benchmarking Large Language Models Across Languages, Modalities, Models and Tasks
Paper • 2311.07463 • Published • 15 -
DSelect-k: Differentiable Selection in the Mixture of Experts with Applications to Multi-Task Learning
Paper • 2106.03760 • Published • 4 -
AdaMerging: Adaptive Model Merging for Multi-Task Learning
Paper • 2310.02575 • Published • 1