Papers6

#latent reasoning

Show, Don't Tell: Morphing Latent Reasoning into Image Generation

Harold Haodong Chen, Xinxiang Yin et al.Feb 2arXiv

LatentMorph teaches an image-making AI to quietly think in its head while it draws, instead of stopping to write out its thoughts in words.

#latent reasoning#text-to-image generation#autoregressive models

Research on World Models Is Not Merely Injecting World Knowledge into Specific Tasks

Intermediate

Bohan Zeng, Kaixin Zhu et al.Feb 2arXiv

This paper argues that true world models are not just sprinkling facts into single tasks, but building a unified system that can see, think, remember, act, and generate across many situations.

#world models#unified framework#multimodal reasoning

Beyond Imitation: Reinforcement Learning for Active Latent Planning

Intermediate

Zhi Zheng, Wee Sun LeeJan 29arXiv

The paper shows how to make AI think faster and smarter by planning in a hidden space instead of writing long step-by-step sentences.

#latent reasoning#chain-of-thought#variational autoencoder

LaViT: Aligning Latent Visual Thoughts for Multi-modal Reasoning

Intermediate

Linquan Wu, Tianxiang Jiang et al.Jan 15arXiv

LaViT is a new way to teach smaller vision-language models to look at the right parts of an image before they speak.

#multimodal reasoning#visual attention#knowledge distillation

Fast-ThinkAct: Efficient Vision-Language-Action Reasoning via Verbalizable Latent Planning

Intermediate

Chi-Pin Huang, Yunze Man et al.Jan 14arXiv

Fast-ThinkAct teaches a robot to plan with a few tiny hidden "thought tokens" instead of long paragraphs, making it much faster while staying smart.

#Vision-Language-Action#latent reasoning#verbalizable planning

Dynamic Large Concept Models: Latent Reasoning in an Adaptive Semantic Space

Intermediate

Xingwei Qu, Shaowen Wang et al.Dec 31arXiv

Language is lumpy: easy stretches and tricky jumps are mixed together, but old models spend the same effort on every word.

#Dynamic Large Concept Models#semantic boundaries#latent reasoning