2022年5月12日 · Inspired by progress in large-scale language modeling, we apply a similar approach towards building a single generalist agent beyond the realm of text outputs. The agent, which we refer to as Gato, works as a multi-modal, multi-task, multi-embodiment generalist policy.

A Generalist Agent受大规模语言建模的启发，Deepmind 应用类似的方法构建了一个单一的「通用」智能体 Gato，它具有多模态、多任务、多实施方式。 具有相同权重的同一网络可以玩Atari、输出图片字幕、用真正的机器…

Gato is a deep neural network for a range of complex tasks that exhibits multimodality. It can perform tasks such as engaging in a dialogue, playing video games, controlling a robot arm to stack blocks, and more. It was created by researchers at London-based AI firm DeepMind. It is a transformer, like GPT-3. [1]

2021年7月27日 · Inspired by progress in large-scale language modelling, we apply a similar approach towards building a single generalist agent beyond the realm of text outputs. The agent, which we refer to as Gato, works as a multi-modal, multi-task, multi-embodiment generalist policy.

Inspired by progress in large-scale language modeling, we apply a similar approach towards building a single generalist agent beyond the realm of text outputs. The agent, which we refer to as Gato, works as a multi-modal, multi-task, multi-embodiment generalist policy.

2022年11月11日 · 前言：近日，DeepMind发布了文章 《A Generalist Agent》 （简称Gato），号称是“可以玩600多种任务的通才AI”。 Gato能聊天，能给图片做标注，能玩Atari游戏，还能 控制真实的机械臂，可以说是把AI主流任务做了个遍。 文章一发出来后，不出意外热度很高，各大媒体争相报道，但具体评价却是褒贬不一。 赞美的声音说它开创了先河，在一定程度上证明了通用agent的可行性；质疑的声音则表示Gato距离 AGI 还很远，并没有宣传的那么惊艳；那么Gato …

Like Vision Transformer (ViT) by Google, Gato takes the input images as raster-ordered 16x16 patches. Unlike the Vision Transformer model, however, Gato divides its patch encoding strategy into 2 phases, training and evaluation.

G家不同部门近期的一系列工作，比如Pathway/Flamingo/Gato，连起来看就知道，人家也并非是随便玩玩的。 所以对于这类工作的长期目标，衡量方法应该着眼于对模态、任务的多样性覆盖上，以及足够多样化的zero-shot/few-shot任务上。

2024年10月7日 · Google‘s AI research lab DeepMind recently unveiled Gato – a single transformer model capable of performing over 600 different tasks ranging from engaging in open-ended dialogue to controlling a robotic arm stacking blocks.

2022年5月19日 · Gato, as the agent is known, is DeepMinds’s generalist AI that can perform many different tasks that humans can do, without carving a niche for itself as an expert on one...