Papers105

#reinforcement learning

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

D-CORE: Incentivizing Task Decomposition in Large Reasoning Models for Complex Tool Use

Intermediate

Bowen Xu, Shaoyu Wu et al.Feb 2arXiv

This paper fixes a common problem in reasoning AIs called Lazy Reasoning, where the model rambles instead of making a good plan.

#task decomposition#tool use#large reasoning models

TRIP-Bench: A Benchmark for Long-Horizon Interactive Agents in Real-World Scenarios

Intermediate

Yuanzhe Shen, Zisu Huang et al.Feb 2arXiv

TRIP-Bench is a new test that checks if AI travel agents can plan real trips over many chat turns while following strict rules and changing user requests.

#TRIP-Bench#long-horizon agents#multi-turn interaction

CoDiQ: Test-Time Scaling for Controllable Difficult Question Generation

Intermediate

Zhongyuan Peng, Caijun Xu et al.Feb 2arXiv

CoDiQ is a recipe for making hard-but-solvable math and coding questions on purpose, and it controls how hard they get while you generate them.

#controllable difficulty#test-time scaling#question generation

Toward Cognitive Supersensing in Multimodal Large Language Model

Intermediate

Boyi Li, Yifan Shen et al.Feb 2arXiv

This paper teaches multimodal AI models to not just read pictures but to also imagine and think with pictures inside their heads.

#multimodal large language model#visual cognition#latent visual imagery

PromptRL: Prompt Matters in RL for Flow-Based Image Generation

Intermediate

Fu-Yun Wang, Han Zhang et al.Feb 1arXiv

PromptRL teaches a language model to rewrite prompts while a flow-based image model learns to draw, and both are trained together using the same rewards.

#PromptRL#flow matching#reinforcement learning

Pushing the Boundaries of Natural Reasoning: Interleaved Bonus from Formal-Logic Verification

Intermediate

Chuxue Cao, Jinluan Yang et al.Jan 30arXiv

Large language models sometimes reach the right answer for the wrong reasons, which is risky and confusing.

#formal logic verification#interleaved verification#neuro-symbolic reasoning

Vision-DeepResearch: Incentivizing DeepResearch Capability in Multimodal Large Language Models

Intermediate

Wenxuan Huang, Yu Zeng et al.Jan 29arXiv

The paper tackles a real problem: one-shot image or text searches often miss the right evidence (low hit-rate), especially in noisy, cluttered pictures.

#multimodal deep research#visual question answering#ReAct reasoning

MMFineReason: Closing the Multimodal Reasoning Gap via Open Data-Centric Methods

Intermediate

Honglin Lin, Zheng Liu et al.Jan 29arXiv

MMFineReason is a huge, open dataset (1.8 million examples, 5.1 billion solution tokens) that teaches AIs to think step by step about pictures and text together.

#multimodal reasoning#vision-language models#chain-of-thought

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

ASTRA: Automated Synthesis of agentic Trajectories and Reinforcement Arenas

Intermediate

Xiaoyu Tian, Haotian Wang et al.Jan 29arXiv

ASTRA is a fully automated way to train tool-using AI agents by making both their practice stories (trajectories) and their practice worlds (environments) without humans in the loop.

#tool-augmented agents#multi-turn decision making#verifiable environments

MemOCR: Layout-Aware Visual Memory for Efficient Long-Horizon Reasoning

Intermediate

Yaorui Shi, Shugui Liu et al.Jan 29arXiv

MemOCR is a new way for AI to remember long histories by turning important notes into a picture with big, bold parts for key facts and tiny parts for details.

#MemOCR#visual memory#adaptive information density

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