The Research Desk.

The most upvoted and starred AI research crossing the community today.

Last Brew Time: Jun 15, 2026, 7:31 AM PT

X.com Research Buzz

AI models collapse when trained on recursively generated data
X.com
25245

AI models collapse when trained on recursively generated data

Ilia Shumailov, Zakhar Shumaylov, Yiren Zhao, Nicolas Papernot, Ross Anderson, Yarin Gal

University of Oxford, University of Cambridge, Imperial College London, University of Toronto

DietrichGebert
Ponytail
X.com
15557

Ponytail

AlphaXiv Trending

From AGI to ASI
AlphaXiv
106

From AGI to ASI

Tim Genewein, Matija Franklin, Alexander Lerchner

Google DeepMind, University of Waterloo (work conducted while at Google DeepMind, Australian National University, University College London, Google DeepMind University of Waterloo (work conducted while at Google DeepMind

Retrieval
AlphaXiv
106

First Steps Toward Automated AI Research

Recursive Superintelligence

Peking University

MiniMax Sparse Attention
AlphaXiv
83

MiniMax Sparse Attention

Xunhao Lai, Weiqi Xu, Yufeng Yang

Peking University, NVIDIA, Zhejiang University, Huazhong University of Science and Technology, Nanjing University

Machine Learning
Breaking Entropy Bounds: Accelerating RL Training via MTP with Rejection Sampling
AlphaXiv
52

Breaking Entropy Bounds: Accelerating RL Training via MTP with Rejection Sampling

Yucheng Li, Huiqiang Jiang, Yang Xu

Qwen Team, Alibaba Inc

Reinforcement Learning
EurekAgent: Agent Environment Engineering is All You Need For Autonomous Scientific Discovery
AlphaXiv
44

EurekAgent: Agent Environment Engineering is All You Need For Autonomous Scientific Discovery

Amy Xin, Jiening Siow, Junjie Wang

Department of Computer Science and Technology, Tsinghua University, School of Information, Renmin University of China

HuggingFace Daily Papers

Reasoning
LoSoNA: A Benchmark for Local Social Norm Adaptation in Group Conversations
HuggingFace
3

LoSoNA: A Benchmark for Local Social Norm Adaptation in Group Conversations

Mateusz Winiarek, Maksymilian Bilski, Mateusz Jacniacki

Humalike

Reinforcement Learning
The Arbiter Agent: Continually Monitoring Multi-Agent Conversations to Detect Emergent Misalignment
HuggingFace
3

The Arbiter Agent: Continually Monitoring Multi-Agent Conversations to Detect Emergent Misalignment

Filippo Tonini, Federico Torrielli, Anton Danholt Lautrup, Peter Schneider-Kamp, Mustafa Mert Çelikok

University of Southern Denmark (SDU)

Computer Vision
iMaC: Translating Actions into Motion and Contact Images for Embodied World Models
HuggingFace
2

iMaC: Translating Actions into Motion and Contact Images for Embodied World Models

Zhenyu Wu, Xiuwei Xu, Yukun Zhou, Yifan Li, Qiuping Deng

Machine Learning
APT: Action Expert Pretraining Improves Instruction Generalization of Vision-Language-Action Policies
HuggingFace
1

APT: Action Expert Pretraining Improves Instruction Generalization of Vision-Language-Action Policies

Kechun Xu, Zhenjie Zhu, Anzhe Chen, Rong Xiong, Yue Wang

Zhejiang University

Efficiency
Squeeze-Release: Iterative Pruning with Exact Structural Minimization
HuggingFace
0

Squeeze-Release: Iterative Pruning with Exact Structural Minimization

Roman Denkin, Ida Akerholm, Prashant Singh, Ida-Maria Sintorn

Uppsala University

Reinforcement Learning
AlloSpatial: Agentic Harness Framework for Spatial Reasoning in Foundation Models
HuggingFace
0

AlloSpatial: Agentic Harness Framework for Spatial Reasoning in Foundation Models

Shouwei Ruan, Bin Wang, Zhenyu Wu, Qihui Zhu, Yuxiang Zhang