Week 41
AI papers, week by week
The most voted AI research papers of every week since 2023. Find them by topic, year or week, and open any paper in one click.
- Papers
- 2,659
- Weekly issues
- 178
- Since
- 2023
Paper of the week
01Reasoning and agents
RealCompanion: Benchmarking Human Understanding from Reasoning over Longitudinal Real-World Conversations
Arman Behnam, Sunglyoung Kim, Jiayi Yu and 2 more
The most voted paper of the week, with 283 votes.

This week 15 papers
View the full issue- 02Vision
AgentGarten: Code Worlds for Evolving Agents
Jiawei Chi, Shangchen Miao, Zhiyuan Shi and 11 more
257 votesarXiv 2610.12374
- 03Language
Rethinking Cross-Tokenizer On-Policy Distillation: From Alignment Coverage to Supervision Reliability
Bingxi Hou, Guochao Jiang, Guofeng Quan and 4 more
210 votesarXiv 2610.08448
- 04Vision
UltraText Bench: A Comprehensive Bilingual Benchmark for Evaluating Visual Text Rendering in Image Generation
Deyuan Liu, Yihao Hu, Jingxuan Zhang and 13 more
171 votesarXiv 2610.09823
- 05Vision
Kandinsky 6.0 Video: Foundation Models for Synchronized Video and Audio Generation
Team Kandinsky, Julia Agafonova, Bulat Akhmatov and 85 more
169 votesarXiv 2610.05608
- 06Reasoning and agents
Self-Retrospection Distillation: Turning Post-hoc Experiences into Prior Foresight
Haoxiang Zhang, Qinglin Chen, Hiroaki Hayashi and 9 more
165 votesarXiv 2610.08077
- 07Language
LoGRA: Scaling LLM Reinforcement Learning with Low-Rank Gradient Sketches
Shaokun Zhang, Yifan Zhang, Jian Hu and 5 more
148 votesarXiv 2610.06647
- 08Reasoning and agents
Learn2Play Bench: How Well Do LLM Agents Learn from Experience in Unfamiliar Environments?
Yibo Li, Jinhang Qiu, Zhi Zheng and 4 more
136 votesarXiv 2610.08215
- 09Language
TokenRouter: Efficient Serving System for Token-Level LLM Routing
Tianyu Fu, Tengxuan Liu, Ruoxi Wang and 4 more
129 votesarXiv 2610.12242
- 10Vision
FrameMorrow: Future-guided Frame Selection with Prospective Tokens for Long-Horizon Video Generation
Bo Yin, Xiaobin Hu, Jiaqi Zhao and 1 more
125 votesarXiv 2609.38839
- 11Language
STEPQuant: When and Where Errors Matter in Delta-Rule Recurrent State Quantization
Bingchen Yao, Haobo Xu, Haokun Lin and 6 more
122 votesarXiv 2609.38169
- 12Robotics
MotorMind: Scaffolding General Vision Language Models for Zero-Shot Robot Manipulation
Bingxuan Li, Siqi Song, Yizhuo Wu and 3 more
114 votesarXiv 2609.38078
- 13Robotics
Long-WAM: Scaling the Context of World-Action Models
Wei Huang, Bohan Zhang, Chenzhi Liu and 13 more
106 votesarXiv 2610.10528
- 14Language
From Traces to Agentic Worlds: Agentic Language World Models for Interactive Environment Simulation
Quanyu Long, Xiao Chen, Jianda Chen and 4 more
105 votesarXiv 2610.06100
- 15Reasoning and agents
nanoMuse: An Open-Source Personal Agent for Every Device You Own
Guangyi Liu, Yong Liu, Jiangning Zhang
104 votesarXiv 2610.08699
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Titles, authors and dates come from arXiv. Vote counts come from the public Hugging Face Daily Papers list. Every paper belongs to its authors and opens on arXiv. Updated Oct 12, 2026.













