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#token efficiency

Multiplex Thinking: Reasoning via Token-wise Branch-and-Merge

Intermediate

Yao Tang, Li Dong et al.Jan 13arXiv

The paper introduces Multiplex Thinking, a new way for AI to think by sampling several likely next words at once and blending them into a single super-token.

#Multiplex Thinking#chain-of-thought#continuous token

AgentOCR: Reimagining Agent History via Optical Self-Compression

Intermediate

Lang Feng, Fuchao Yang et al.Jan 8arXiv

AgentOCR turns an agent’s long text history into pictures so it can remember more using fewer tokens.

#AgentOCR#optical self-compression#visual tokens

An Information Theoretic Perspective on Agentic System Design

Intermediate

Shizhe He, Avanika Narayan et al.Dec 25arXiv

The paper shows that many AI systems work best when a small 'compressor' model first shrinks long text into a short, info-packed summary and a bigger 'predictor' model then reasons over that summary.

#agentic systems#compressor-predictor#mutual information

EMMA: Efficient Multimodal Understanding, Generation, and Editing with a Unified Architecture

Intermediate

Xin He, Longhui Wei et al.Dec 4arXiv

EMMA is a single AI model that can understand images, write about them, create new images from text, and edit images—all in one unified system.

#EMMA#unified multimodal architecture#32x autoencoder

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