DeepSeek-OCR 2: Visual Causal Flow research paper by DeepSeek, 2026

DeepSeek · Multimodal and robotics · Jan 28, 2026 · 79 citations · 73 upvotes · unverified

DeepSeek-OCR 2 introduces DeepEncoder V2 that dynamically reorders visual tokens based on semantic content, enabling more human-like causal reasoning in 2D image understanding through cascaded 1D causal structures.

By Haoran Wei, Yaofeng Sun, Yukun Li · arXiv 2601.20552 · PDF · Code

UnverifiedHugging Face's summary; not yet checked by hand.

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About this paper

Venue: arXiv.org
Citations: 79, 11 influential · Semantic Scholar
Upvotes: 73 · Hugging Face
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Changes

UpvotesNov 2, 2026Hugging Face upvotes fell from 76 to 73.

UpvotesOct 26, 2026Hugging Face upvotes rose from 75 to 76.

CitationsOct 12, 2026Influential citations rose from 10 to 11.

CitationsOct 12, 2026Citations rose from 77 to 79.

CitationsOct 5, 2026Influential citations rose from 8 to 10.

CitationsOct 5, 2026Citations rose from 76 to 77.

CitationsSep 28, 2026Citations rose from 75 to 76.

CitationsSep 25, 2026A first count of 8 influential citations.

CitationsSep 25, 2026A first count of 75 citations.

New paperSep 25, 2026Found by the weekly Hugging Face scan; not yet checked by hand.

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