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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54,301 to 54,360 of 61,093

Zooming without Zooming: Region-to-Image Distillation for Fine-Grained Multimodal Perception
Lai Wei, Liangbo He, Jun Lan +9
cs.CVcs.AIcs.CLarXiv:2602.11858v22026
Hindsight Credit Assignment for Long-Horizon LLM Agents
Hui-Ze Tan, Xiao-Wen Yang, Hao Chen +7
cs.LGcs.AIarXiv:2603.08754v12026
Summaries:简体中文
RISE: Adaptive Imagination for World Action Models
Hongbo Lu, Liang Yao, Chenghao He +5
cs.CVarXiv:2608.20430v12026
The Secrecy Capacity of the MIMO Wiretap Channel
Frédérique Oggier, Babak Hassibi
cs.ITcs.CRarXiv:0710.1920v12007
BEVDet: High-performance Multi-camera 3D Object Detection in Bird-Eye-View
Junjie Huang, Guan Huang, Zheng Zhu +2
cs.CVarXiv:2112.11790v32021
Agent World Model: Infinity Synthetic Environments for Agentic Reinforcement Learning
Zhaoyang Wang, Canwen Xu, Boyi Liu +5
cs.AIcs.CLcs.LGarXiv:2602.10090v32026
Communities in Networks
Mason A. Porter, Jukka-Pekka Onnela, Peter J. Mucha
physics.soc-phcond-mat.stat-mechcs.CYarXiv:0902.3788v22009
RubricHub: A Comprehensive and Highly Discriminative Rubric Dataset via Automated Coarse-to-Fine Generation
Sunzhu Li, Jiale Zhao, Miteto Wei +6
cs.AIarXiv:2601.08430v22026
NRC-Canada: Building the State-of-the-Art in Sentiment Analysis of Tweets
Saif M. Mohammad, Svetlana Kiritchenko, Xiaodan Zhu
cs.CLarXiv:1308.6242v12013
Lift, Associate, and Fuse: A Decision-Centric Framework for 2D-to-3D Foundation Model Transfer
Wentao Sun, Yiping Chen, John S. Zelek +1
cs.CVarXiv:2608.20659v12026
Large Language Model based Multi-Agents: A Survey of Progress and Challenges
Taicheng Guo, Xiuying Chen, Yaqi Wang +5
cs.CLcs.AIcs.MAarXiv:2402.01680v22024
Context Forcing: Consistent Autoregressive Video Generation with Long Context
Shuo Chen, Cong Wei, Sun Sun +5
cs.CVarXiv:2602.06028v12026
Pre-Trained Models: Past, Present and Future
Xu Han, Zhengyan Zhang, Ning Ding +21
cs.AIcs.CLarXiv:2106.07139v32021
How Much Knowledge Can You Pack Into the Parameters of a Language Model?
Adam Roberts, Colin Raffel, Noam Shazeer
cs.CLcs.LGstat.MLarXiv:2002.08910v42020
Beyond Language Modeling: An Exploration of Multimodal Pretraining
Shengbang Tong, David Fan, John Nguyen +18
cs.CVarXiv:2603.03276v12026
A Dataset-Centric Benchmark of Deep Learning Methods for Grape Leaf Disease Classification and Detection
Petar Canoski, Vlatko Spasev, Ivica Dimitrovski +2
cs.CVarXiv:2608.20608v12026
Vision-DeepResearch: Incentivizing DeepResearch Capability in Multimodal Large Language Models
Wenxuan Huang, Yu Zeng, Qiuchen Wang +14
cs.CVcs.AIarXiv:2601.22060v32026
Deep Packet: A Novel Approach For Encrypted Traffic Classification Using Deep Learning
Mohammad Lotfollahi, Ramin Shirali Hossein Zade, Mahdi Jafari Siavoshani +1
cs.LGcs.CRcs.NIarXiv:1709.02656v32017
TS2Vec: Towards Universal Representation of Time Series
Zhihan Yue, Yujing Wang, Juanyong Duan +4
cs.LGcs.AIarXiv:2106.10466v42021
Dynamic Filter Networks
Bert De Brabandere, Xu Jia, Tinne Tuytelaars +1
cs.LGcs.CVarXiv:1605.09673v22016
Grounded-Exo2Ego: Structured Semantic Grounding for Robust Exocentric-to-Egocentric Video Generation
Shengze Wang, Michael Stengel, Tianye Li +5
cs.CVarXiv:2608.20534v12026
RoboMME: Benchmarking and Understanding Memory for Robotic Generalist Policies
Yinpei Dai, Hongze Fu, Jayjun Lee +6
cs.ROcs.AIarXiv:2603.04639v32026
Snapshot Ensembles: Train 1, get M for free
Gao Huang, Yixuan Li, Geoff Pleiss +3
cs.LGarXiv:1704.00109v12017
A-RAG: Scaling Agentic Retrieval-Augmented Generation via Hierarchical Retrieval Interfaces
Mingxuan Du, Benfeng Xu, Chiwei Zhu +4
cs.CLarXiv:2602.03442v12026
Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs
Miao Xiong, Zhiyuan Hu, Xinyang Lu +4
cs.CLarXiv:2306.13063v22023
LoopFormer: Elastic-Depth Looped Transformers for Latent Reasoning via Shortcut Modulation
Ahmadreza Jeddi, Marco Ciccone, Babak Taati
cs.CLarXiv:2602.11451v12026
FAST-LIO: A Fast, Robust LiDAR-inertial Odometry Package by Tightly-Coupled Iterated Kalman Filter
Wei Xu, Fu Zhang
cs.ROarXiv:2010.08196v32020
Natural-Language Agent Harnesses
Linyue Pan, Lexiao Zou, Shuo Guo +2
cs.CLcs.AIarXiv:2603.25723v22026
Kimi K2.5: Visual Agentic Intelligence
Kimi Team, Tongtong Bai, Yifan Bai +334
cs.CLcs.AIcs.LGarXiv:2602.02276v22026
Summaries:한국어
Revisiting On-Policy Distillation: Empirical Failure Modes and Simple Fixes
Yuqian Fu, Haohuan Huang, Kaiwen Jiang +4
cs.LGcs.AIcs.CLarXiv:2603.25562v22026
Meta-Harness: End-to-End Optimization of Model Harnesses
Yoonho Lee, Roshen Nair, Qizheng Zhang +3
cs.AIarXiv:2603.28052v12026
MOVA: Towards Scalable and Synchronized Video-Audio Generation
SII-OpenMOSS Team, :, Donghua Yu +39
cs.CVcs.SDarXiv:2602.08794v22026
Summaries:한국어
Towards a Science of AI Agent Reliability
Stephan Rabanser, Sayash Kapoor, Peter Kirgis +3
cs.AIcs.CYcs.LGarXiv:2602.16666v32026
RoboBrain 2.5: Depth in Sight, Time in Mind
Huajie Tan, Enshen Zhou, Zhiyu Li +32
cs.ROarXiv:2601.14352v12026
Scaling Text-to-Image Diffusion Transformers with Representation Autoencoders
Shengbang Tong, Boyang Zheng, Ziteng Wang +7
cs.CVarXiv:2601.16208v12026
Learning beyond Teacher: Generalized On-Policy Distillation with Reward Extrapolation
Wenkai Yang, Weijie Liu, Ruobing Xie +3
cs.LGcs.AIcs.CLarXiv:2602.12125v22026
Agent Skills: A Data-Driven Analysis of Claude Skills for Extending Large Language Model Functionality
George Ling, Shanshan Zhong, Richard Huang
cs.SEcs.SIarXiv:2602.08004v12026
DeepSeek-OCR 2: Visual Causal Flow
Haoran Wei, Yaofeng Sun, Yukun Li
cs.CVarXiv:2601.20552v12026
PaddleOCR-VL-1.5: Towards a Multi-Task 0.9B VLM for Robust In-the-Wild Document Parsing
Cheng Cui, Ting Sun, Suyin Liang +12
cs.CVarXiv:2601.21957v22026
LLaDA2.1: Speeding Up Text Diffusion via Token Editing
Tiwei Bie, Maosong Cao, Xiang Cao +47
cs.LGcs.AIarXiv:2602.08676v32026
Causal Forcing: Autoregressive Diffusion Distillation Done Right for High-Quality Real-Time Interactive Video Generation
Hongzhou Zhu, Min Zhao, Guande He +3
cs.CVarXiv:2602.02214v52026
Self-Distillation Enables Continual Learning
Idan Shenfeld, Mehul Damani, Jonas Hübotter +1
cs.LGarXiv:2601.19897v22026
Summaries:한국어
SkillsBench: Benchmarking How Well Agent Skills Work Across Diverse Tasks
Xiangyi Li, Yimin Liu, Wenbo Chen +75
cs.AIarXiv:2602.12670v42026
Trace2Skill: Distill Trajectory-Local Lessons into Transferable Agent Skills
Jingwei Ni, Yihao Liu, Xinpeng Liu +7
cs.AIarXiv:2603.25158v52026
GigaWorld-Policy: An Efficient Action-Centered World--Action Model
Angen Ye, Boyuan Wang, Chaojun Ni +21
cs.CVarXiv:2603.17240v22026
Molmo2: Open Weights and Data for Vision-Language Models with Video Understanding and Grounding
Christopher Clark, Jieyu Zhang, Zixian Ma +18
cs.CVcs.AIarXiv:2601.10611v42026
Agent Skills in the Wild: An Empirical Study of Security Vulnerabilities at Scale
Yi Liu, Weizhe Wang, Ruitao Feng +5
cs.CRcs.AIcs.CLarXiv:2601.10338v12026
DFlash: Block Diffusion for Flash Speculative Decoding
Jian Chen, Yesheng Liang, Zhijian Liu
cs.CLarXiv:2602.06036v22026
Qwen3-TTS Technical Report
Hangrui Hu, Xinfa Zhu, Ting He +13
cs.SDcs.CLeess.ASarXiv:2601.15621v12026
Summaries:简体中文
Being-H0.5: Scaling Human-Centric Robot Learning for Cross-Embodiment Generalization
Hao Luo, Ye Wang, Wanpeng Zhang +9
cs.ROarXiv:2601.12993v12026
Numina-Lean-Agent: An Open and General Agentic Reasoning System for Formal Mathematics
Junqi Liu, Zihao Zhou, Zekai Zhu +10
cs.AIarXiv:2601.14027v12026
SkillRL: Evolving Agents via Recursive Skill-Augmented Reinforcement Learning
Peng Xia, Jianwen Chen, Hanyang Wang +10
cs.LGarXiv:2602.08234v12026
CRISP: Compressed Reasoning via Iterative Self-Policy Distillation
Hejian Sang, Yuanda Xu, Zhengze Zhou +3
cs.LGarXiv:2603.05433v72026
Causal World Modeling for Robot Control
Lin Li, Qihang Zhang, Yiming Luo +9
cs.CVcs.ROarXiv:2601.21998v22026
CUDA Agent: Large-Scale Agentic RL for High-Performance CUDA Kernel Generation
Weinan Dai, Hanlin Wu, Qiying Yu +13
cs.LGcs.AIarXiv:2602.24286v12026
SkillNet: Create, Evaluate, and Connect AI Skills
Yuan Liang, Ruobin Zhong, Haoming Xu +47
cs.AIcs.CLcs.CVarXiv:2603.04448v22026
CL-bench: A Benchmark for Context Learning
Shihan Dou, Ming Zhang, Zhangyue Yin +24
cs.CLarXiv:2602.03587v12026
One-step Latent-free Image Generation with Pixel Mean Flows
Yiyang Lu, Susie Lu, Qiao Sun +6
cs.CVarXiv:2601.22158v32026
Helios: Real Real-Time Long Video Generation Model
Shenghai Yuan, Yuanyang Yin, Zongjian Li +3
cs.CVarXiv:2603.04379v12026
VLA-JEPA: Enhancing Vision-Language-Action Model with Latent World Model
Jingwen Sun, Wenyao Zhang, Zekun Qi +6
cs.ROcs.CVarXiv:2602.10098v22026

Every paper with a summary

Zooming without Zooming: Region-to-Image Distillation for Fine-Grained Multimodal Perception

Hindsight Credit Assignment for Long-Horizon LLM Agents

RISE: Adaptive Imagination for World Action Models

The Secrecy Capacity of the MIMO Wiretap Channel

BEVDet: High-performance Multi-camera 3D Object Detection in Bird-Eye-View

Agent World Model: Infinity Synthetic Environments for Agentic Reinforcement Learning

Communities in Networks

RubricHub: A Comprehensive and Highly Discriminative Rubric Dataset via Automated Coarse-to-Fine Generation

NRC-Canada: Building the State-of-the-Art in Sentiment Analysis of Tweets

Lift, Associate, and Fuse: A Decision-Centric Framework for 2D-to-3D Foundation Model Transfer

Large Language Model based Multi-Agents: A Survey of Progress and Challenges

Context Forcing: Consistent Autoregressive Video Generation with Long Context

Pre-Trained Models: Past, Present and Future

How Much Knowledge Can You Pack Into the Parameters of a Language Model?

Beyond Language Modeling: An Exploration of Multimodal Pretraining

A Dataset-Centric Benchmark of Deep Learning Methods for Grape Leaf Disease Classification and Detection

Vision-DeepResearch: Incentivizing DeepResearch Capability in Multimodal Large Language Models

Deep Packet: A Novel Approach For Encrypted Traffic Classification Using Deep Learning

TS2Vec: Towards Universal Representation of Time Series

Dynamic Filter Networks

Grounded-Exo2Ego: Structured Semantic Grounding for Robust Exocentric-to-Egocentric Video Generation

RoboMME: Benchmarking and Understanding Memory for Robotic Generalist Policies

Snapshot Ensembles: Train 1, get M for free

A-RAG: Scaling Agentic Retrieval-Augmented Generation via Hierarchical Retrieval Interfaces

Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs

LoopFormer: Elastic-Depth Looped Transformers for Latent Reasoning via Shortcut Modulation

FAST-LIO: A Fast, Robust LiDAR-inertial Odometry Package by Tightly-Coupled Iterated Kalman Filter

Natural-Language Agent Harnesses

Kimi K2.5: Visual Agentic Intelligence

Revisiting On-Policy Distillation: Empirical Failure Modes and Simple Fixes

Meta-Harness: End-to-End Optimization of Model Harnesses

MOVA: Towards Scalable and Synchronized Video-Audio Generation

Towards a Science of AI Agent Reliability

RoboBrain 2.5: Depth in Sight, Time in Mind

Scaling Text-to-Image Diffusion Transformers with Representation Autoencoders

Learning beyond Teacher: Generalized On-Policy Distillation with Reward Extrapolation

Agent Skills: A Data-Driven Analysis of Claude Skills for Extending Large Language Model Functionality

DeepSeek-OCR 2: Visual Causal Flow

PaddleOCR-VL-1.5: Towards a Multi-Task 0.9B VLM for Robust In-the-Wild Document Parsing

LLaDA2.1: Speeding Up Text Diffusion via Token Editing

Causal Forcing: Autoregressive Diffusion Distillation Done Right for High-Quality Real-Time Interactive Video Generation

Self-Distillation Enables Continual Learning

SkillsBench: Benchmarking How Well Agent Skills Work Across Diverse Tasks

Trace2Skill: Distill Trajectory-Local Lessons into Transferable Agent Skills

GigaWorld-Policy: An Efficient Action-Centered World--Action Model

Molmo2: Open Weights and Data for Vision-Language Models with Video Understanding and Grounding

Agent Skills in the Wild: An Empirical Study of Security Vulnerabilities at Scale

DFlash: Block Diffusion for Flash Speculative Decoding

Qwen3-TTS Technical Report

Being-H0.5: Scaling Human-Centric Robot Learning for Cross-Embodiment Generalization

Numina-Lean-Agent: An Open and General Agentic Reasoning System for Formal Mathematics

SkillRL: Evolving Agents via Recursive Skill-Augmented Reinforcement Learning

CRISP: Compressed Reasoning via Iterative Self-Policy Distillation

Causal World Modeling for Robot Control

CUDA Agent: Large-Scale Agentic RL for High-Performance CUDA Kernel Generation

SkillNet: Create, Evaluate, and Connect AI Skills

CL-bench: A Benchmark for Context Learning

One-step Latent-free Image Generation with Pixel Mean Flows

Helios: Real Real-Time Long Video Generation Model

VLA-JEPA: Enhancing Vision-Language-Action Model with Latent World Model