The Map

The map is a 2D visualization of the entire ML paper landscape. Each circle is a paper. Papers that are close together share similar content, topics, or themes.

Position

Papers are clustered according to their similarity to other papers. Clusters naturally form around topics — you'll see regions for computer vision, natural language processing, reinforcement learning, and more. Region labels appear as you zoom in.

Color

Each community receives its own color. There are 12 distinct communities:

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A paper's position reflects its content while its color reflects its citation community. Sometimes a paper appears in one topic cluster but has the color of another — this means it bridges two research areas.

Navigation

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You can also use the zoom controls in the bottom-right corner of the map.