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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60,301 to 60,360 of 61,181

TCOD: Exploring Temporal Curriculum in On-Policy Distillation for Multi-turn Autonomous Agents
Jiaqi Wang, Wenhao Zhang, Weijie Shi +2
cs.LGcs.AIarXiv:2604.24005v32026
World Action Models: The Next Frontier in Embodied AI
Siyin Wang, Junhao Shi, Zhaoyang Fu +11
cs.ROcs.CLcs.CVarXiv:2605.12090v12026
Qwen-VLA: Unifying Vision-Language-Action Modeling across Tasks, Environments, and Robot Embodiments
Qiuyue Wang, Mingsheng Li, Jian Guan +37
cs.ROcs.AIcs.CLarXiv:2605.30280v22026
Self-Distilled Agentic Reinforcement Learning
Zhengxi Lu, Zhiyuan Yao, Zhuowen Han +8
cs.LGcs.AIcs.CLarXiv:2605.15155v12026
LaWAM: Latent World Action Models for Efficient Dynamics-Aware Robot Policies
Jialei Chen, Kai Wang, Kang Chen +9
cs.ROcs.AIarXiv:2606.15768v12026
AutoResearchClaw: Self-Reinforcing Autonomous Research with Human-AI Collaboration
Jiaqi Liu, Shi Qiu, Mairui Li +33
cs.AIarXiv:2605.20025v22026
WBench: A Comprehensive Multi-turn Benchmark for Interactive Video World Model Evaluation
Kaining Ying, Hengrui Hu, Siyu Ren +6
cs.CVarXiv:2605.25874v12026
D-OPSD: On-Policy Self-Distillation for Continuously Tuning Step-Distilled Diffusion Models
Dengyang Jiang, Xin Jin, Dongyang Liu +9
cs.CVarXiv:2605.05204v32026
UniPET: a universal network for high-quality PET image denoising across varied dose reduction factors
Zhiwen Yang, Yang Zhou, Haowei Chen +4
cs.CVarXiv:2606.11131v12026
Code as Agent Harness
Xuying Ning, Katherine Tieu, Dongqi Fu +39
cs.CLcs.AIarXiv:2605.18747v12026
STALE: Can LLM Agents Know When Their Memories Are No Longer Valid?
Hanxiang Chao, Yihan Bai, Rui Sheng +2
cs.CLarXiv:2605.06527v12026
Filter, Then Reweight: Rethinking Optimization Granularity in On-Policy Distillation
Yuying Li, Leqi Zheng, Yongzi Yu +6
cs.LGcs.AIcs.CLarXiv:2606.02684v22026
MUSE-Autoskill: Self-Evolving Agents via Skill Creation, Memory, Management, and Evaluation
Huawei Lin, Peng Li, Jie Song +2
cs.AIcs.CLcs.LGarXiv:2605.27366v22026
From Storage to Experience: A Survey on the Evolution of LLM Agent Memory Mechanisms
Jinghao Luo, Yuchen Tian, Chuxue Cao +6
cs.AIcs.CLarXiv:2605.06716v12026
minWM: A Full-Stack Open-Source Framework for Real-Time Interactive Video World Models
Min Zhao, Hongzhou Zhu, Bokai Yan +9
cs.CVarXiv:2605.30263v12026
Unified 4D World Action Modeling from Video Priors with Asynchronous Denoising
Jun Guo, Qiwei Li, Peiyan Li +7
cs.ROcs.AIcs.CVarXiv:2604.26694v22026
World Model for Robot Learning: A Comprehensive Survey
Bohan Hou, Gen Li, Jindou Jia +15
cs.ROcs.CVarXiv:2605.00080v12026
PaddleOCR-VL-1.6: Expanding the Frontier of Document Parsing with Under-Optimized Region Refinement and Progressive Post-Training
Zelun Zhang, Hongen Liu, Suyin Liang +12
cs.CVarXiv:2606.03264v12026
From Context to Skills: Can Language Models Learn from Context Skillfully?
Shuzheng Si, Haozhe Zhao, Yu Lei +10
cs.AIarXiv:2604.27660v42026
DreamX-World 1.0: A General-Purpose Interactive World Model
DreamX Team, Yancheng Bai, Rui Chen +20
cs.CVarXiv:2606.16993v12026
SVGS: Enhancing Gaussian Splatting Using Primitives with Spatially Varying Colors
Rui Xu, Wenyue Chen, Jiepeng Wang +7
cs.CVcs.GRcs.MMarXiv:2411.18966v22024
WildClawBench: A Benchmark for Real-World, Long-Horizon Agent Evaluation
Shuangrui Ding, Xuanlang Dai, Long Xing +14
cs.CLarXiv:2605.10912v12026
SkillOpt: Executive Strategy for Self-Evolving Agent Skills
Yifan Yang, Ziyang Gong, Weiquan Huang +12
cs.AIcs.CLarXiv:2605.23904v22026
MiniCPM-o 4.5: Towards Real-Time Full-Duplex Omni-Modal Interaction
Junbo Cui, Bokai Xu, Chongyi Wang +33
cs.CLarXiv:2604.27393v12026
AnyFlow: Any-Step Video Diffusion Model with On-Policy Flow Map Distillation
Yuchao Gu, Guian Fang, Yuxin Jiang +4
cs.CVcs.AIarXiv:2605.13724v12026
RoboMemArena: A Comprehensive and Challenging Robotic Memory Benchmark
Huashuo Lei, Wenxuan Song, Huarui Zhang +10
cs.ROarXiv:2605.10921v12026
AI co-mathematician: Accelerating mathematicians with agentic AI
Daniel Zheng, Ingrid von Glehn, Yori Zwols +15
cs.AIarXiv:2605.06651v22026
Domino: Decoupling Causal Modeling from Autoregressive Drafting in Speculative Decoding
Jianuo Huang, Yaojie Zhang, Qituan Zhang +3
cs.CLarXiv:2605.29707v12026
KL for a KL: On-Policy Distillation with Control Variate Baseline
Minjae Oh, Sangjun Song, Gyubin Choi +2
cs.LGcs.AIcs.CLarXiv:2605.07865v12026
GLM-5V-Turbo: Toward a Native Foundation Model for Multimodal Agents
GLM-V Team, :, Wenyi Hong +95
cs.CVarXiv:2604.26752v32026
Summaries:简体中文
Beyond Semantic Similarity: Rethinking Retrieval for Agentic Search via Direct Corpus Interaction
Zhuofeng Li, Haoxiang Zhang, Cong Wei +16
cs.IRcs.AIarXiv:2605.05242v12026
Summaries:한국어
ELF: Embedded Language Flows
Keya Hu, Linlu Qiu, Yiyang Lu +5
cs.CLcs.AIcs.LGarXiv:2605.10938v22026
SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-unify Architecture
Haiwen Diao, Penghao Wu, Hanming Deng +55
cs.CVarXiv:2605.12500v12026
MolmoAct2: Action Reasoning Models for Real-world Deployment
Haoquan Fang, Jiafei Duan, Donovan Clay +26
cs.ROarXiv:2605.02881v22026
A Survey on LLM-based Conversational User Simulation
Bo Ni, Leyao Wang, Yu Wang +27
cs.CLcs.HCarXiv:2604.24977v12026
How Much Is One Recurrence Worth? Iso-Depth Scaling Laws for Looped Language Models
Kristian Schwethelm, Daniel Rueckert, Georgios Kaissis
cs.LGcs.CLarXiv:2604.21106v32026
ImageWAM: Do World Action Models Really Need Video Generation, or Just Image Editing?
Yuyang Zhang, Wenyao Zhang, Zekun Qi +7
cs.CVcs.ROarXiv:2606.19531v12026
ScrambleToolBench: Agents Search Exhaustively Even When Their Own Map Points to the Next Step
Vernon Toh, Navonil Majumder, Zhengyuan Liu +2
cs.CLarXiv:2608.02358v12026
LongLive-2.0: An NVFP4 Parallel Infrastructure for Long Video Generation
Yukang Chen, Luozhou Wang, Wei Huang +13
cs.CVcs.DCarXiv:2605.18739v22026
SkillGrad: Optimizing Agent Skills Like Gradient Descent
Hanyu Wang, Yifan Lan, Bochuan Cao +2
cs.AIarXiv:2605.27760v12026
MiniMax Sparse Attention
Xunhao Lai, Weiqi Xu, Yufeng Yang +14
cs.AIarXiv:2606.13392v22026
AgentLens: Revealing The Lucky Pass Problem in SWE-Agent Evaluation
Priyam Sahoo, Gaurav Mittal, Xiaomin Li +4
cs.SEcs.AIarXiv:2605.12925v32026
Causal Forcing++: Scalable Few-Step Autoregressive Diffusion Distillation for Real-Time Interactive Video Generation
Min Zhao, Hongzhou Zhu, Kaiwen Zheng +6
cs.CVarXiv:2605.15141v32026
Cosmos 3: Omnimodal World Models for Physical AI
NVIDIA, :, Aditi +293
cs.CVcs.AIcs.LGarXiv:2606.02800v42026
Ultralytics YOLO26: Unified Real-Time End-to-End Vision Models
Glenn Jocher, Jing Qiu, Mengyu Liu +3
cs.CVcs.AIarXiv:2606.03748v12026
What Intermediate Layers Know: Detecting Jailbreaks from Entropy Dynamics
Sofiia Nikolenko, Michele Papucci, Mina Rezaei +1
cs.CLcs.AIcs.LGarXiv:2606.25182v12026
RocketSmith: Agentic Additive Manufacturing of High-Powered Rockets
Peter Pak, Jesse Barkley, Rumi Loghmani +3
cs.ROcs.MAarXiv:2606.00097v32026
Drop-Then-Recovery: How Redundant Are Vision-Language-Action Models?
Guoheng Sun, Kaixi Feng, Shwai He +8
cs.ROcs.AIarXiv:2606.27755v12026
Critique of Agent Model
Eric Xing, Mingkai Deng, Jinyu Hou
cs.AIcs.LGcs.MAarXiv:2606.23991v12026
SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning
SingGuard Team
cs.CVcs.CLarXiv:2606.22873v32026
Mind the Heads: Topological Representation Alignment for Multimodal LLMs
Davide Caffagni, Alberto Compagnoni, Federico Melis +5
cs.CVcs.AIcs.CLarXiv:2606.23885v12026
Summaries:한국어
InSight: Self-Guided Skill Acquisition via Steerable VLAs
Maggie Wang, Lars Osterberg, Stephen Tian +3
cs.ROcs.AIcs.LGarXiv:2606.24884v12026
ReMMD: Realistic Multilingual Multi-Image Agentic Verification for Multimodal Misinformation Detection
Chenhao Dang, Dantong Zhu, Jun Yang +2
cs.AIarXiv:2606.24112v22026
AGORA: An Archive-Grounded Benchmark for Agentic Workplace Document Reasoning
Honglin Guo, Qi Zhang, Yu Zhang +7
cs.CLarXiv:2606.24526v12026
Are Text-to-Image Models Inductivist Turkeys? A Counterfactual Benchmark for Causal Reasoning
Jiayi Lei, Yuandong Pu, Xingyu Han +8
cs.CVarXiv:2606.24548v32026
Holistic Data Scheduler for LLM Pre-training via Multi-Objective Reinforcement Learning
Chenhao Dang, Jing Ma, Mingjie Liao
cs.LGcs.CLarXiv:2606.24133v12026
DREAM: Dense Retrieval Embeddings via Autoregressive Modeling
Yixuan Tang, Yi Yang
cs.CLarXiv:2606.24667v12026
Lite Any Stereo V2: Faster and Stronger Efficient Zero-Shot Stereo Matching
Junpeng Jing, Ronglai Zuo, Zhelun Shen +5
cs.CVarXiv:2606.24457v12026
MVTrack4Gen: Multi-View Point Tracking as Geometric Supervision for 4D Video Generation
JoungBin Lee, Jaewoo Jung, Jongmin Lee +8
cs.CVarXiv:2606.26087v12026
Trimming the Long-Tail of Visual World Modeling Evaluation
Bingxuan Li, Yining Hong, Cheng Qian +6
cs.CVarXiv:2606.24256v12026

Every paper with a summary

TCOD: Exploring Temporal Curriculum in On-Policy Distillation for Multi-turn Autonomous Agents

World Action Models: The Next Frontier in Embodied AI

Qwen-VLA: Unifying Vision-Language-Action Modeling across Tasks, Environments, and Robot Embodiments

Self-Distilled Agentic Reinforcement Learning

LaWAM: Latent World Action Models for Efficient Dynamics-Aware Robot Policies

AutoResearchClaw: Self-Reinforcing Autonomous Research with Human-AI Collaboration

WBench: A Comprehensive Multi-turn Benchmark for Interactive Video World Model Evaluation

D-OPSD: On-Policy Self-Distillation for Continuously Tuning Step-Distilled Diffusion Models

UniPET: a universal network for high-quality PET image denoising across varied dose reduction factors

Code as Agent Harness

STALE: Can LLM Agents Know When Their Memories Are No Longer Valid?

Filter, Then Reweight: Rethinking Optimization Granularity in On-Policy Distillation

MUSE-Autoskill: Self-Evolving Agents via Skill Creation, Memory, Management, and Evaluation

From Storage to Experience: A Survey on the Evolution of LLM Agent Memory Mechanisms

minWM: A Full-Stack Open-Source Framework for Real-Time Interactive Video World Models

Unified 4D World Action Modeling from Video Priors with Asynchronous Denoising

World Model for Robot Learning: A Comprehensive Survey

PaddleOCR-VL-1.6: Expanding the Frontier of Document Parsing with Under-Optimized Region Refinement and Progressive Post-Training

From Context to Skills: Can Language Models Learn from Context Skillfully?

DreamX-World 1.0: A General-Purpose Interactive World Model

SVGS: Enhancing Gaussian Splatting Using Primitives with Spatially Varying Colors

WildClawBench: A Benchmark for Real-World, Long-Horizon Agent Evaluation

SkillOpt: Executive Strategy for Self-Evolving Agent Skills

MiniCPM-o 4.5: Towards Real-Time Full-Duplex Omni-Modal Interaction

AnyFlow: Any-Step Video Diffusion Model with On-Policy Flow Map Distillation

RoboMemArena: A Comprehensive and Challenging Robotic Memory Benchmark

AI co-mathematician: Accelerating mathematicians with agentic AI

Domino: Decoupling Causal Modeling from Autoregressive Drafting in Speculative Decoding

KL for a KL: On-Policy Distillation with Control Variate Baseline

GLM-5V-Turbo: Toward a Native Foundation Model for Multimodal Agents

Beyond Semantic Similarity: Rethinking Retrieval for Agentic Search via Direct Corpus Interaction

ELF: Embedded Language Flows

SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-unify Architecture

MolmoAct2: Action Reasoning Models for Real-world Deployment

A Survey on LLM-based Conversational User Simulation

How Much Is One Recurrence Worth? Iso-Depth Scaling Laws for Looped Language Models

ImageWAM: Do World Action Models Really Need Video Generation, or Just Image Editing?

ScrambleToolBench: Agents Search Exhaustively Even When Their Own Map Points to the Next Step

LongLive-2.0: An NVFP4 Parallel Infrastructure for Long Video Generation

SkillGrad: Optimizing Agent Skills Like Gradient Descent

MiniMax Sparse Attention

AgentLens: Revealing The Lucky Pass Problem in SWE-Agent Evaluation

Causal Forcing++: Scalable Few-Step Autoregressive Diffusion Distillation for Real-Time Interactive Video Generation

Cosmos 3: Omnimodal World Models for Physical AI

Ultralytics YOLO26: Unified Real-Time End-to-End Vision Models

What Intermediate Layers Know: Detecting Jailbreaks from Entropy Dynamics

RocketSmith: Agentic Additive Manufacturing of High-Powered Rockets

Drop-Then-Recovery: How Redundant Are Vision-Language-Action Models?

Critique of Agent Model

SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning

Mind the Heads: Topological Representation Alignment for Multimodal LLMs

InSight: Self-Guided Skill Acquisition via Steerable VLAs

ReMMD: Realistic Multilingual Multi-Image Agentic Verification for Multimodal Misinformation Detection

AGORA: An Archive-Grounded Benchmark for Agentic Workplace Document Reasoning

Are Text-to-Image Models Inductivist Turkeys? A Counterfactual Benchmark for Causal Reasoning

Holistic Data Scheduler for LLM Pre-training via Multi-Objective Reinforcement Learning

DREAM: Dense Retrieval Embeddings via Autoregressive Modeling

Lite Any Stereo V2: Faster and Stronger Efficient Zero-Shot Stereo Matching

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

Trimming the Long-Tail of Visual World Modeling Evaluation