The Research Desk.

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

Last Brew Time: Jun 25, 2026, 7:39 AM PT

X.com Research Buzz

Sakana Fugu
X.com
45471

Sakana Fugu

Sakana AI Labs

Jalapeño
X.com
24509

Jalapeño

OpenAI, Broadcom

AlphaXiv Trending

Reinforcement Learning
Tmax: A simple recipe for terminal agents
AlphaXiv
166

Tmax: A simple recipe for terminal agents

Hamish Ivison, Junjie Oscar Yin, Rulin Shao

Reinforcement Learning
Qwen-AgentWorld: Language World Models for General Agents
AlphaXiv
83

Qwen-AgentWorld: Language World Models for General Agents

Yuxin Zuo, Zikai Xiao, Li Sheng

Unlimited OCR Works
AlphaXiv
77

Unlimited OCR Works

Youyang Yin, Huanhuan Liu, Qunyi Xie

NLP
Tapered Language Models
AlphaXiv
49

Tapered Language Models

Universite de Montreal, Reza Bayat, Ali Behrouz, Aaron Courville

Cornell University

NLP
ParallelKernelBench: Can LLMs Write Fast Multi-GPU Kernels?
AlphaXiv
37

ParallelKernelBench: Can LLMs Write Fast Multi-GPU Kernels?

Willy Chan, Nathan Paek, Simon Guo

Stanford University, University of California, San Diego

Reinforcement Learning
Agent-as-a-Router: Agentic Model Routing for Coding Tasks
AlphaXiv
33

Agent-as-a-Router: Agentic Model Routing for Coding Tasks

Pengfei Zhou, Zhiwei Tang, Yixing Ma

calc,positioning,shapes,arrows.meta,fit,backgrounds, National University of Singapore, DAMO Academy, Alibaba Group, Hupan Lab, University of California, Berkeley

HuggingFace Daily Papers

Computer Vision
MVTrack4Gen: Multi-View Point Tracking as Geometric Supervision for 4D Video Generation
HuggingFace
24

MVTrack4Gen: Multi-View Point Tracking as Geometric Supervision for 4D Video Generation

JoungBin Lee, Jaewoo Jung, Jongmin Lee, Tongmin Kim, Hyunsung Kim

KAIST AI

NLP
ReNIO: Reweighting Negative Trajectory Importance for LLM On-Policy Distillation
HuggingFace
5

ReNIO: Reweighting Negative Trajectory Importance for LLM On-Policy Distillation

Chen Lin, Kedi Chen, Wei Zhang

East China Normal University

Safety Alignment
What Intermediate Layers Know: Detecting Jailbreaks from Entropy Dynamics
HuggingFace
3

What Intermediate Layers Know: Detecting Jailbreaks from Entropy Dynamics

Sofiia Nikolenko, Michele Papucci, Mina Rezaei, Shireen Kudukkil Manchingal

NLP
PrivacyAlign: Contextual Privacy Alignment for LLM Agents
HuggingFace
2

PrivacyAlign: Contextual Privacy Alignment for LLM Agents

Manveer Singh Tamber, Abhay Puri, Marc-Etienne Brunet, Perouz Taslakian, Jimmy Lin

Efficiency
Distill Once, Adapt Life-Long: Exploring Dataset Distillation for Continual Test-Time Adaptation
HuggingFace
1

Distill Once, Adapt Life-Long: Exploring Dataset Distillation for Continual Test-Time Adaptation

Hyun-Kurl Jang, Jihun Kim, Hyeokjun Kweon, Kuk-Jin Yoon

NLP
Constraint Tax in Open-Weight LLMs: An Empirical Study of Tool Calling Suppression Under Structured Output Constraints
HuggingFace
0

Constraint Tax in Open-Weight LLMs: An Empirical Study of Tool Calling Suppression Under Structured Output Constraints

Fangzheng Li, Aimin Zhang, Chen Lv