面试大厂被怼:怎么连Attention都不会?

文摘   2024-10-08 15:36   北京  
现在搞人工智能,真是离不开注意力机制

发论文,模型里没点魔改Attention都不好意思叫创新。

面试算法岗,简单的让你讲讲几种注意力,或者让你手撕个注意力函数、MQA算法之类的。

所以各位小伙伴,尤其是在校生们,还是要打好Attention的基础。这里也分享一些资料:包括缩放点积注意力、多头注意力、交叉注意力、空间注意力、通道注意力等在内的11种主流注意力机制112个创新研究,最新更新到24年9月

这些可以说是目前学术界有关attention最前沿的资料了。并且每篇论文都有对应的代码,可以自己手撕复现,非常方便。


11种主流注意力机制112个创新研究paper+代码,想要的扫码领取⬇️


扫码领112个11种主流注意力机制

创新研究paper和代码


缩放点积注意力

  • 5.Sep.2024—LMLT:Low-to-high Multi-Level Vision Transformer for Image Super-Resolution

  • 4.Sep.2024—MobileUNETR:A Lightweight End-To-End Hybrid Vision Transformer For Efficient Medical Image Segmentation

  • 4.Sep.2024—More is More Addition Bias in Large Language Models

  • 4.Sep.2024—LongLLaVA:Scaling Multi-modal LLMs to 1000 Images Efficiently via Hybrid Architecture

......

扫码领112个11种主流注意力机制

创新研究paper和代码


多头注意力

  • 4.Sep.2024—Multi-Head Attention Residual Unfolded Network for Model-Based Pansharpening

  • 30.Aug.2024—From Text to Emotion: Unveiling the Emotion Annotation Capabilities of LLMs

  • 25.Jun.2024—Temporal-Channel Modeling in Multi-head Self-Attention for Synthetic Speech Detection

  • 14.May.2024—Improving Transformers with Dynamically Composable Multi-Head Attention

......

扫码领112个11种主流注意力机制

创新研究paper和代码


步幅注意力

  • 25.Aug.2024—Vision-Language and Large Language Model Performance in Gastroenterology: GPT, Claude, Llama, Phi, Mistral, Gemma, and Quantized Models

  • 21.Aug.2024—Unlocking Adversarial Suffix Optimization Without Affirmative Phrases: Efficient Black-box Jailbreaking via LLM as Optimizer

  • 16.Aug.2024—Fine-tuning LLMs for Autonomous Spacecraft Control: A Case Study Using Kerbal Space Program

  • 15.Aug.2024—FuseChat Knowledge Fusion of Chat Models

......

扫码领112个11种主流注意力机制

创新研究paper和代码

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Python、机器学习算法
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