Web论文阅读:Gradient Surgery for Multi-Task Learning. Zhihao. ... 我们提出了一种梯度手术(Gradient Surgery)的形式,将任务的梯度投影到具有冲突梯度的任何其他任务的梯度的法线平面上。 在一系列具有挑战性的多任务监督和多任务 RL 问题上,这种方法在效率和性 … WebAbstract: Multi-task learning technique is widely utilized in machine learning modeling where commonalities and differences across multiple tasks are exploited. However, multiple conflicting objectives often occur in multi-task learning. ... Moreover, the gradient surgery for the multi-gradient descent algorithm is proposed to obtain a stable ...
A Multiple Gradient Descent Design for Multi-Task …
WebGradient Surgery for Multi-Task Learning gradient magnitudes. As an illustrative example, consider the 2D optimization landscapes of two task objectives in Figure1a-c.The opti-mization landscape of each task consists of a deep valley, a property that has been observed in neural network optimiza-tion landscapes (Goodfellow et al.,2014), and the ... WebApr 25, 2024 · Multi-task learning as multi-objective optimization. arXiv preprint arXiv:1810.04650(2024). Google Scholar; ... Gradient surgery for multi-task learning. arXiv preprint arXiv:2001.06782(2024). Google Scholar; Wei Zhang, Quan Yuan, Jiawei Han, and Jianyong Wang. 2016. Collaborative multi-Level embedding learning from … keyline auto idaho falls
Do Current Multi-Task Optimization Methods in Deep Learning …
WebDec 6, 2024 · We propose a form of gradient surgery that projects a task's gradient onto the normal plane of the gradient of any other task that has a conflicting gradient. On a series of challenging multi-task supervised and multi-task RL problems, this approach leads to substantial gains in efficiency and performance. Further, it is model-agnostic and … WebA tag already exists with the provided branch name. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. WebMulti-task learning has emerged as a promising approach for sharing structure across multiple tasks to enable more efficient learning. However, the multi-task setting presents a number of optimiza- ... Figure 1: Visualization of gradient surgery’s effect on a 2D multi-task optimization problem. (a) A multi-task objective landscape. (b) & (c ... islamic perspective on heart pain