Search Results for author: Yanqi Dai

Found 2 papers, 1 papers with code

CoTBal: Comprehensive Task Balancing for Multi-Task Visual Instruction Tuning

no code implementations7 Mar 2024 Yanqi Dai, Dong Jing, Nanyi Fei, Zhiwu Lu

To mitigate this issue, we propose a novel Comprehensive Task Balancing (CoTBal) algorithm for multi-task visual instruction tuning of LMMs.

Instruction Following

Improvable Gap Balancing for Multi-Task Learning

1 code implementation28 Jul 2023 Yanqi Dai, Nanyi Fei, Zhiwu Lu

In this paper, following the loss balancing framework, we propose two novel improvable gap balancing (IGB) algorithms for MTL: one takes a simple heuristic, and the other (for the first time) deploys deep reinforcement learning for MTL.

Multi-Task Learning

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