Every paper with a summary

Every arXiv paper Paperlayer has summarized so far. Open any of them to read the summary beside the original PDF, with every point linked to the line, figure, or table it came from.

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54,421 to 54,480 of 61,111

SAM 3D Body: Robust Full-Body Human Mesh Recovery
Xitong Yang, Devansh Kukreja, Don Pinkus +11
cs.CVarXiv:2602.15989v12026
MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents
Haozhen Zhang, Quanyu Long, Jianzhu Bao +4
cs.CLcs.AIcs.LGarXiv:2602.02474v22026
Qwen3-Coder-Next Technical Report
Ruisheng Cao, Mouxiang Chen, Jiawei Chen +17
cs.CLarXiv:2603.00729v12026
SWE-Skills-Bench: Do Agent Skills Actually Help in Real-World Software Engineering?
Tingxu Han, Yi Zhang, Wei Song +4
cs.SEcs.AIarXiv:2603.15401v12026
V-JEPA 2.1: Unlocking Dense Features in Video Self-Supervised Learning
Lorenzo Mur-Labadia, Matthew Muckley, Amir Bar +6
cs.CVarXiv:2603.14482v32026
Cosmos Policy: Fine-Tuning Video Models for Visuomotor Control and Planning
Moo Jin Kim, Yihuai Gao, Tsung-Yi Lin +8
cs.AIcs.ROarXiv:2601.16163v12026
Advancing Open-source World Models
Robbyant Team, Zelin Gao, Qiuyu Wang +21
cs.CVarXiv:2601.20540v12026
DreamDojo: A Generalist Robot World Model from Large-Scale Human Videos
Shenyuan Gao, William Liang, Kaiyuan Zheng +27
cs.ROcs.AIcs.CVarXiv:2602.06949v12026
World Action Models are Zero-shot Policies
Seonghyeon Ye, Yunhao Ge, Kaiyuan Zheng +33
cs.ROcs.CVcs.LGarXiv:2602.15922v12026
Qwen3-ASR Technical Report
Xian Shi, Xiong Wang, Zhifang Guo +10
cs.CLcs.SDeess.ASarXiv:2601.21337v22026
Summaries:한국어
Why Does Self-Distillation (Sometimes) Degrade the Reasoning Capability of LLMs?
Jeonghye Kim, Xufang Luo, Minbeom Kim +5
cs.CLcs.LGarXiv:2603.24472v42026
GLM-5: from Vibe Coding to Agentic Engineering
GLM-5-Team, :, Aohan Zeng +184
cs.LGcs.CLarXiv:2602.15763v22026
Terminal-Bench: Benchmarking Agents on Hard, Realistic Tasks in Command Line Interfaces
Mike A. Merrill, Alexander G. Shaw, Nicholas Carlini +82
cs.SEcs.AIarXiv:2601.11868v12026
Human-Centric Intelligence in the Era of Foundation Models: A Survey
Yang Chen, Tianqi Wang, Xiaorui Jiang +13
cs.CVarXiv:2608.18184v12026
Summaries:한국어
EgoSim: Egocentric World Simulator for Embodied Interaction Generation
Jinkun Hao, Mingda Jia, Ruiyan Wang +7
cs.CVcs.AIarXiv:2604.01001v22026
RecGen3D: Reconstruction-Guided 3D Generation in a Shared Canonical Space
Zhisheng Huang, Jiahao Chen, Cheng Lin +10
cs.CVarXiv:2604.01479v32026
PixelPrune: Pixel-Level Adaptive Visual Token Reduction via Predictive Coding
Nan Wang, Zhiwei Jin, Chen Chen +1
cs.CVcs.AIcs.CLarXiv:2604.00886v12026
Signals: Trajectory Sampling and Triage for Agentic Interactions
Shuguang Chen, Adil Hafeez, Salman Paracha
cs.AIcs.CLarXiv:2604.00356v12026
Investigating Autonomous Agent Contributions in the Wild: Activity Patterns and Code Change over Time
Razvan Mihai Popescu, David Gros, Andrei Botocan +3
cs.SEcs.AIcs.LGarXiv:2604.00917v12026
Proactive Agent Research Environment: Simulating Active Users to Evaluate Proactive Assistants
Deepak Nathani, Cheng Zhang, Chang Huan +7
cs.AIcs.LGcs.MAarXiv:2604.00842v12026
Benchmarking and Mechanistic Analysis of Vision-Language Models for Cross-Depiction Assembly Instruction Alignment
Zhuchenyang Liu, Yao Zhang, Yu Xiao
cs.CVcs.CLarXiv:2604.00913v22026
FlowSlider: Training-Free Continuous Image Editing via Fidelity-Steering Decomposition
Taichi Endo, Guoqing Hao, Kazuhiko Sumi
cs.CVarXiv:2604.02088v12026
Do Phone-Use Agents Respect Your Privacy?
Zhengyang Tang, Ke Ji, Xidong Wang +19
cs.CRcs.AIcs.CLarXiv:2604.00986v22026
Revision or Re-Solving? Decomposing Second-Pass Gains in Multi-LLM Pipelines
Jingjie Ning, Xueqi Li, Chengyu Yu
cs.SEcs.AIcs.CLarXiv:2604.01029v22026
Woosh: A Sound Effects Foundation Model
Gaëtan Hadjeres, Marc Ferras, Khaled Koutini +7
cs.SDcs.AIcs.LGarXiv:2604.01929v32026
DynaVid: Learning to Generate Highly Dynamic Videos using Synthetic Motion Data
Wonjoon Jin, Jiyun Won, Janghyeok Han +4
cs.CVarXiv:2604.01666v12026
VideoZeroBench: Probing the Limits of Video MLLMs with Spatio-Temporal Evidence Verification
Jiahao Meng, Tan Yue, Qi Xu +7
cs.CVcs.MMarXiv:2604.01569v12026
VLMs Need Words: Vision Language Models Ignore Visual Detail In Favor of Semantic Anchors
Haz Sameen Shahgir, Xiaofu Chen, Yu Fu +4
cs.CVcs.CLarXiv:2604.02486v32026
Generative World Renderer
Zheng-Hui Huang, Zhixiang Wang, Jiaming Tan +6
cs.CVarXiv:2604.02329v12026
Apriel-1.5-OpenReasoner: RL Post-Training for General-Purpose and Efficient Reasoning
Rafael Pardinas, Ehsan Kamalloo, David Vazquez +1
cs.LGarXiv:2604.02007v22026
Executing as You Generate: Hiding Execution Latency in LLM Code Interpreters
Zhensu Sun, Zhihao Lin, Zhi Chen +4
cs.PLcs.AIcs.SEarXiv:2604.00491v22026
CORAL: Towards Autonomous Multi-Agent Evolution for Open-Ended Discovery
Ao Qu, Han Zheng, Zijian Zhou +14
cs.AIarXiv:2604.01658v22026
LinguDistill: Recovering Linguistic Ability in Vision-Language Models via Selective Cross-Modal Distillation
Patrick Amadeus Irawan, Erland Hilman Fuadi, Shanu Kumar +2
cs.CVcs.CLarXiv:2604.00829v32026
Forecasting Supply Chain Disruptions with Foresight Learning
Benjamin Turtel, Paul Wilczewski, Kris Skotheim
cs.LGarXiv:2604.01298v12026
Learning to Learn-at-Test-Time: Language Agents with Learnable Adaptation Policies
Zhanzhi Lou, Hui Chen, Yibo Li +2
cs.LGcs.AIarXiv:2604.00830v32026
Do World Action Models Generalize Better than VLAs? A Robustness Study
Zhanguang Zhang, Zhiyuan Li, Behnam Rahmati +11
cs.ROarXiv:2603.22078v52026
AgentSocialBench: Evaluating Privacy Risks in Human-Centered Agentic Social Networks
Prince Zizhuang Wang, Shuli Jiang
cs.AIcs.SIarXiv:2604.01487v22026
Test-Time Scaling Makes Overtraining Compute-Optimal
Nicholas Roberts, Sungjun Cho, Zhiqi Gao +7
cs.LGcs.CLstat.MLarXiv:2604.01411v12026
UniMixer: A Unified Architecture for Scaling Laws in Recommendation Systems
Mingming Ha, Guanchen Wang, Linxun Chen +9
cs.IRcs.AIarXiv:2604.00590v22026
A Survey of On-Policy Distillation for Large Language Models
Mingyang Song, Mao Zheng
cs.LGcs.CLarXiv:2604.00626v42026
All Roads Lead to Rome: Incentivizing Divergent Thinking in Vision-Language Models
Xinyu Tian, Shu Zou, Zhaoyuan Yang +3
cs.CVarXiv:2604.00479v12026
AutoMIA: Improved Baselines for Membership Inference Attack via Agentic Self-Exploration
Ruhao Liu, Weiqi Huang, Qi Li +1
cs.CRcs.CVarXiv:2604.01014v12026
AgentWatcher: A Rule-based Prompt Injection Monitor
Yanting Wang, Wei Zou, Runpeng Geng +1
cs.CRarXiv:2604.01194v22026
HippoCamp: Benchmarking Contextual Agents on Personal Computers
Zhe Yang, Shulin Tian, Kairui Hu +9
cs.AIcs.CVarXiv:2604.01221v12026
Summaries:한국어
Paper Reconstruction Evaluation: Evaluating Presentation and Hallucination in AI-written Papers
Atsuyuki Miyai, Mashiro Toyooka, Zaiying Zhao +3
cs.CLcs.AIcs.LGarXiv:2604.01128v12026
Universal YOCO for Efficient Depth Scaling
Yutao Sun, Li Dong, Tianzhu Ye +3
cs.CLarXiv:2604.01220v12026
Reasoning Shift: How Context Silently Shortens LLM Reasoning
Gleb Rodionov, Roman Garipov, George Yakushev
cs.LGarXiv:2604.01161v22026
Brainstacks: Cross-Domain Cognitive Capabilities via Frozen MoE-LoRA Stacks for Continual LLM Learning
Mohammad R. Abu Ayyash
cs.CLcs.AIarXiv:2604.01152v12026
ActionParty: Multi-Subject Action Binding in Generative Video Games
Alexander Pondaven, Ziyi Wu, Igor Gilitschenski +4
cs.CVcs.AIcs.LGarXiv:2604.02330v22026
T5Gemma-TTS Technical Report
Chihiro Arata, Kiyoshi Kurihara
eess.ASarXiv:2604.01760v12026
Tex3D: Objects as Attack Surfaces via Adversarial 3D Textures for Vision-Language-Action Models
Jiawei Chen, Simin Huang, Jiawei Du +5
cs.CVcs.AIarXiv:2604.01618v12026
Omni123: Exploring 3D Native Foundation Models with Limited 3D Data by Unifying Text to 2D and 3D Generation
Chongjie Ye, Cheng Cao, Chuanyu Pan +4
cs.CVcs.AIarXiv:2604.02289v12026
UniDriveVLA: Unifying Understanding, Perception, and Action Planning for Autonomous Driving
Yongkang Li, Lijun Zhou, Sixu Yan +11
cs.CVcs.ROarXiv:2604.02190v12026
Omni-SimpleMem: Autoresearch-Guided Discovery of Lifelong Multimodal Agent Memory
Jiaqi Liu, Zipeng Ling, Shi Qiu +9
cs.AIarXiv:2604.01007v22026
GPA: Learning GUI Process Automation from Demonstrations
Zirui Zhao, Jun Hao Liew, Yan Yang +5
cs.CVcs.AIcs.SEarXiv:2604.01676v22026
LatentUM: Unleashing the Potential of Interleaved Cross-Modal Reasoning via a Latent-Space Unified Model
Jiachun Jin, Zetong Zhou, Xiao Yang +4
cs.CVcs.LGarXiv:2604.02097v12026
NearID: Identity Representation Learning via Near-identity Distractors
Aleksandar Cvejic, Rameen Abdal, Abdelrahman Eldesokey +2
cs.CVarXiv:2604.01973v22026
Therefore I am. I Think
Esakkivel Esakkiraja, Sai Rajeswar, Denis Akhiyarov +1
cs.AIarXiv:2604.01202v32026
Steerable Visual Representations
Jona Ruthardt, Manu Gaur, Deva Ramanan +2
cs.CVcs.AIarXiv:2604.02327v22026
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Xinlei Yu, Zhangquan Chen, Yongbo He +36
cs.AIarXiv:2604.02029v22026

Every paper with a summary

SAM 3D Body: Robust Full-Body Human Mesh Recovery

MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents

Qwen3-Coder-Next Technical Report

SWE-Skills-Bench: Do Agent Skills Actually Help in Real-World Software Engineering?

V-JEPA 2.1: Unlocking Dense Features in Video Self-Supervised Learning

Cosmos Policy: Fine-Tuning Video Models for Visuomotor Control and Planning

Advancing Open-source World Models

DreamDojo: A Generalist Robot World Model from Large-Scale Human Videos

World Action Models are Zero-shot Policies

Qwen3-ASR Technical Report

Why Does Self-Distillation (Sometimes) Degrade the Reasoning Capability of LLMs?

GLM-5: from Vibe Coding to Agentic Engineering

Terminal-Bench: Benchmarking Agents on Hard, Realistic Tasks in Command Line Interfaces

Human-Centric Intelligence in the Era of Foundation Models: A Survey

EgoSim: Egocentric World Simulator for Embodied Interaction Generation

RecGen3D: Reconstruction-Guided 3D Generation in a Shared Canonical Space

PixelPrune: Pixel-Level Adaptive Visual Token Reduction via Predictive Coding

Signals: Trajectory Sampling and Triage for Agentic Interactions

Investigating Autonomous Agent Contributions in the Wild: Activity Patterns and Code Change over Time

Proactive Agent Research Environment: Simulating Active Users to Evaluate Proactive Assistants

Benchmarking and Mechanistic Analysis of Vision-Language Models for Cross-Depiction Assembly Instruction Alignment

FlowSlider: Training-Free Continuous Image Editing via Fidelity-Steering Decomposition

Do Phone-Use Agents Respect Your Privacy?

Revision or Re-Solving? Decomposing Second-Pass Gains in Multi-LLM Pipelines

Woosh: A Sound Effects Foundation Model

DynaVid: Learning to Generate Highly Dynamic Videos using Synthetic Motion Data

VideoZeroBench: Probing the Limits of Video MLLMs with Spatio-Temporal Evidence Verification

VLMs Need Words: Vision Language Models Ignore Visual Detail In Favor of Semantic Anchors

Generative World Renderer

Apriel-1.5-OpenReasoner: RL Post-Training for General-Purpose and Efficient Reasoning

Executing as You Generate: Hiding Execution Latency in LLM Code Interpreters

CORAL: Towards Autonomous Multi-Agent Evolution for Open-Ended Discovery

LinguDistill: Recovering Linguistic Ability in Vision-Language Models via Selective Cross-Modal Distillation

Forecasting Supply Chain Disruptions with Foresight Learning

Learning to Learn-at-Test-Time: Language Agents with Learnable Adaptation Policies

Do World Action Models Generalize Better than VLAs? A Robustness Study

AgentSocialBench: Evaluating Privacy Risks in Human-Centered Agentic Social Networks

Test-Time Scaling Makes Overtraining Compute-Optimal

UniMixer: A Unified Architecture for Scaling Laws in Recommendation Systems

A Survey of On-Policy Distillation for Large Language Models

All Roads Lead to Rome: Incentivizing Divergent Thinking in Vision-Language Models

AutoMIA: Improved Baselines for Membership Inference Attack via Agentic Self-Exploration

AgentWatcher: A Rule-based Prompt Injection Monitor

HippoCamp: Benchmarking Contextual Agents on Personal Computers

Paper Reconstruction Evaluation: Evaluating Presentation and Hallucination in AI-written Papers

Universal YOCO for Efficient Depth Scaling

Reasoning Shift: How Context Silently Shortens LLM Reasoning

Brainstacks: Cross-Domain Cognitive Capabilities via Frozen MoE-LoRA Stacks for Continual LLM Learning

ActionParty: Multi-Subject Action Binding in Generative Video Games

T5Gemma-TTS Technical Report

Tex3D: Objects as Attack Surfaces via Adversarial 3D Textures for Vision-Language-Action Models

Omni123: Exploring 3D Native Foundation Models with Limited 3D Data by Unifying Text to 2D and 3D Generation

UniDriveVLA: Unifying Understanding, Perception, and Action Planning for Autonomous Driving

Omni-SimpleMem: Autoresearch-Guided Discovery of Lifelong Multimodal Agent Memory

GPA: Learning GUI Process Automation from Demonstrations

LatentUM: Unleashing the Potential of Interleaved Cross-Modal Reasoning via a Latent-Space Unified Model

NearID: Identity Representation Learning via Near-identity Distractors

Therefore I am. I Think

Steerable Visual Representations

The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook