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.

Search paper metadata (including unsummarized papers)

22,081 to 22,140 of 61,116

ToolHazard: Scaling Adversarial Environments for Security Evaluation and Alignment of LLM-based Agents
Yutao Mou, Pengfei Yang, Zhe Yin +6
cs.CRcs.CLarXiv:2608.11878v12026
AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning dataset
Ivan Moshkov, Darragh Hanley, Ivan Sorokin +5
cs.AIcs.CLcs.LGarXiv:2504.16891v12025
ZebraLogic: On the Scaling Limits of LLMs for Logical Reasoning
Bill Yuchen Lin, Ronan Le Bras, Kyle Richardson +4
cs.AIcs.CLcs.LGarXiv:2502.01100v22025
Dion3: Full-Stack Orthogonal Updates
Noah Amsel, Jack Zhang, Kwangjun Ahn +5
cs.LGcs.AIarXiv:2608.11612v12026
FLATTEN: optical FLow-guided ATTENtion for consistent text-to-video editing
Yuren Cong, Mengmeng Xu, Christian Simon +7
cs.CVarXiv:2310.05922v32023
Teaching Large Language Models to Regress Accurate Image Quality Scores using Score Distribution
Zhiyuan You, Xin Cai, Jinjin Gu +2
cs.CVarXiv:2501.11561v32025
From Synthesis to Removal: Physics-Grounded Reflection Simulation and Diffusion-Based Video Dereflection
Zepeng Wang, Jiagao Hu, Fuhao Li +3
cs.CVcs.AIeess.IVarXiv:2608.11562v12026
Self-Geometry: GT-Free and Plug-and-Play Test-Time Adaptation for Geometrically Consistent 3D Vision Foundation Models
Seokhyun Youn, Dahyeon Kye, Sung-Ho Bae +1
cs.CVarXiv:2608.10708v12026
InSight-doc: Agentic Visual Perception for Long-Document Understanding
Kaican Li, Weiyan Xie, Lewei Yao +4
cs.CVcs.CLcs.LGarXiv:2608.10628v12026
A deep learning model for estimating story points
Morakot Choetkiertikul, Hoa Khanh Dam, Truyen Tran +3
cs.SEcs.LGstat.MLarXiv:1609.00489v22016
DSAgentBench: Can Agents Automate End-to-End Data-Science Workflows in Real Computer Environments?
Mizanur Rahman, Mohammed Saidul Islam, Ridwan Mahbub +3
cs.AIcs.CLarXiv:2608.10366v12026
SWE-Bench ProMax: Benchmarking Agents on Large-Scale Multilingual Code Refactoring
Yuling Shi, Jinghan Xu, Kelin Fu +12
cs.CLcs.SEarXiv:2608.09802v12026
Polylogarithmic width suffices for gradient descent to achieve arbitrarily small test error with shallow ReLU networks
Ziwei Ji, Matus Telgarsky
cs.LGmath.OCstat.MLarXiv:1909.12292v42019
Evo-Bench: Can Language Models Improve Agent Harness?
Lisheng Huang, Chen Yang, Hao Zhou +6
cs.CLarXiv:2608.09096v22026
Cultivar: A Contrastive and Locale-Oriented Translation Benchmark for Investigating Contamination and Localisation Robustness
Pinzhen Chen, Koel Dutta Chowdhury, Xiaoya Xu +20
cs.CLcs.AIarXiv:2608.09766v12026
Network Randomization: A Simple Technique for Generalization in Deep Reinforcement Learning
Kimin Lee, Kibok Lee, Jinwoo Shin +1
cs.LGstat.MLarXiv:1910.05396v32019
Gaming Without an Attacker: Benchmark Fingerprinting in LLM-Driven Search Under Selection Pressure
Víctor Gallego
cs.LGcs.AIarXiv:2608.08722v12026
Summaries:한국어
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents
Harshitha Kolukuluru, Reshma Ashok, Kirat Arora +7
cs.AIcs.IRcs.MAarXiv:2608.08389v12026
CEM-RL: Combining evolutionary and gradient-based methods for policy search
Aloïs Pourchot, Olivier Sigaud
cs.LGcs.NEstat.MLarXiv:1810.01222v32018
A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization
Víctor Gallego
cs.LGcs.NEarXiv:2608.08156v12026
Thought-Level Beam Search for Reasoning
Lijie Yang, Hongyin Luo, Jiawei Zhao +2
cs.AIarXiv:2608.08020v22026
Mendel Gödel Machine: Recursive Self-Improving Coding Agents via Comparative Evolution
Changzhi Liu, Yilun Liu, Sikuan Yan +2
cs.AIcs.LGarXiv:2608.07645v12026
LLMRouter: Unified Infrastructure for Developing, Evaluating, and Deploying LLM Routers
Tao Feng, Fangxu Yu, Haozhen Zhang +9
cs.CLarXiv:2608.06867v12026
Finite-Sample Metric Non-Collapse for Geometrically Supervised Latent World Models in Control
Alain Bensoussan, Minh-Nhat Phung, Minh-Binh Tran
math.OCcs.LGarXiv:2608.07265v22026
End-to-End Lane Marker Detection via Row-wise Classification
Seungwoo Yoo, Heeseok Lee, Heesoo Myeong +4
cs.CVcs.LGarXiv:2005.08630v12020
DNA-GPT: Divergent N-Gram Analysis for Training-Free Detection of GPT-Generated Text
Xianjun Yang, Wei Cheng, Yue Wu +3
cs.CLcs.AIarXiv:2305.17359v22023
RetroMAE: Pre-Training Retrieval-oriented Language Models Via Masked Auto-Encoder
Shitao Xiao, Zheng Liu, Yingxia Shao +1
cs.CLarXiv:2205.12035v22022
General-Reasoner: Advancing LLM Reasoning Across All Domains
Xueguang Ma, Qian Liu, Dongfu Jiang +3
cs.CLarXiv:2505.14652v52025
Small Foundation Models of Human Cognition and Behaviour
Nick Oh, Fernand Gobet
cs.AIcs.CYarXiv:2608.05224v32026
Delving into LLM-assisted writing in biomedical publications through excess vocabulary
Dmitry Kobak, Rita González-Márquez, Emőke-Ágnes Horvát +1
cs.CLcs.AIcs.CYarXiv:2406.07016v52024
StreamVLN: Streaming Vision-and-Language Navigation via SlowFast Context Modeling
Meng Wei, Chenyang Wan, Xiqian Yu +9
cs.ROcs.CVarXiv:2507.05240v22025
b-Bit Minwise Hashing
Ping Li, Arnd Christian Konig
cs.DScs.DBcs.IRarXiv:0910.3349v12009
SmartEdit: Exploring Complex Instruction-based Image Editing with Multimodal Large Language Models
Yuzhou Huang, Liangbin Xie, Xintao Wang +8
cs.CVarXiv:2312.06739v12023
SmartMage: Dynamic Modality Orchestration for 3D Scene Understanding
Yue Zhang, Yingzhao Jian, Yunqiu Xu +2
cs.CVarXiv:2608.05137v32026
MatrAIx: Simulating the World with 8.3 Billion Persona Agents
Xiaomin Li, Yuexing Hao, Jianheng Hou +90
cs.AIarXiv:2608.04205v12026
DataSpace: Benchmarking Data Agents for Verifiable Analytics over Heterogeneous Workspaces
Boyan Li, Zhuowen Liang, Yupeng Xie +11
cs.AIarXiv:2608.03451v12026
Teaching Nemotron Greek: Mining a Corpus, Adapting Retrieval, and Grounding Generation for Modern Greek across Specialist Domains
Ayoub Kirouane, Christos Petrocheilos
eess.AScs.AIcs.CLarXiv:2608.05138v12026
When Many Answers Are Valid, Voting Fails: Symbolic Verification for Best-of-K Causal Reasoning in LLMs
Omatharv Bharat Vaidya, Connor Thomas Jerzak, Zayne Rea Sprague +2
cs.AIstat.MLarXiv:2608.03506v12026
LongHorizon-Harness: Advancing Long-Horizon Agents for Real-World Tasks
Ziyu Ma, Hailang Huang, Shun Zou +5
cs.CVarXiv:2608.01964v12026
Deferred Exposure of Future Trajectories for Verifiable Reasoning in Autonomous Driving VLMs
Zixuan Huang, Yang Zhou, Kaixuan Wang +7
cs.AIarXiv:2608.01755v22026
On the Generalization of SFT: A Reinforcement Learning Perspective with Reward Rectification
Yongliang Wu, Yizhou Zhou, Zhou Ziheng +7
cs.LGarXiv:2508.05629v32025
VisualPatchWorld: Code World Models as Latent Structured Representations for Planning
Jiaxin Bai, Jiaxuan Xiong
cs.CLcs.ROarXiv:2607.25236v12026
When Tokenization is Secretly Output Supervision
Tanja Baeumel, Josef van Genabith, Simon Ostermann
cs.CLarXiv:2609.01386v12026
Spectral Prior for Reducing Exposure Bias in Diffusion Models
Yuya Kobayashi, Masato Ishii, Yuhta Takida +2
cs.CVarXiv:2607.22091v12026
FinanceComplexQA: Benchmarking Agentic Reasoning on Industrial-grade Financial Documents
Xianfu Cheng, Shiwei Zhang, Jiyu Zhao +10
cs.CEarXiv:2607.19238v12026
Recursive Harness Self-Improvement
Hyunin Lee, Jinglue Xu, Jeffrey Seely +3
cs.LGcs.AIarXiv:2607.15524v12026
Summaries:한국어
The Horseshoe+ Estimator of Ultra-Sparse Signals
Anindya Bhadra, Jyotishka Datta, Nicholas G. Polson +1
math.STarXiv:1502.00560v22015
OWL: Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation
Mengkang Hu, Yuhang Zhou, Wendong Fan +13
cs.AIcs.CLarXiv:2505.23885v22025
ReViV: Reconstructing the Viewer and the View in 4D from Monocular Egocentric Video
Xiaozhong Lyu, Gen Li, Zhiyin Qian +3
cs.CVcs.AIarXiv:2607.17790v12026
Harness Handbook: Making Evolving Agent Harnesses Readable,Navigable, and Editable
Ruhan Wang, Yucheng Shi, Zongxia Li +7
cs.AIcs.SEarXiv:2607.13285v12026
ShortOPD: Recovering Pruned LLMs with Short-to-Long On-Policy Distillation
Qingyu Zhang, Qianhao Yuan, Hongyu Lin +5
cs.LGcs.AIcs.CLarXiv:2607.13124v22026
Summaries:한국어
Function-Aware Fill-in-the-Middle as Mid-Training for Coding Agent Foundation Models
Yubo Wang, Jiarong Liang, Yuxuan Zhang +5
cs.AIcs.CLarXiv:2607.12463v32026
The AI Index 2021 Annual Report
Daniel Zhang, Saurabh Mishra, Erik Brynjolfsson +10
cs.AIcs.GLarXiv:2103.06312v12021
Classification and Clustering of Arguments with Contextualized Word Embeddings
Nils Reimers, Benjamin Schiller, Tilman Beck +3
cs.CLarXiv:1906.09821v12019
2018 Robotic Scene Segmentation Challenge
Max Allan, Satoshi Kondo, Sebastian Bodenstedt +38
cs.CVcs.ROarXiv:2001.11190v32020
Explore Before Committing: Hypothesis-Guided Search for Deep Research Agents
Ruochen Zhou, Zhengyu Chen, Luan Zhang +3
cs.CLarXiv:2609.01294v12026
Unified Reward Model for Multimodal Understanding and Generation
Yibin Wang, Yuhang Zang, Hao Li +2
cs.CVarXiv:2503.05236v22025
LLMPEDIA: Browsing, Verifying, and Comparing the Parametric Encyclopedic Knowledge of LLMs
Muhammed Saeed, Simon Razniewski
cs.CLarXiv:2609.01182v12026
Accurate, Interdisciplinary and Transparent Structure-property Understanding with Deep Native Structural Reasoning
Chen Tang, Yizhou Wang, Jianyu Wu +26
cs.CLcs.AIcs.CEarXiv:2607.07708v12026
Summaries:한국어
AgentLens: Production-Assessed Trajectory Reviews for Coding Agent Evaluation
Andrey Podivilov, Vadim Lomshakov, Sergey Savin +4
cs.AIcs.LGcs.SEarXiv:2607.06624v22026

Every paper with a summary

ToolHazard: Scaling Adversarial Environments for Security Evaluation and Alignment of LLM-based Agents

AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning dataset

ZebraLogic: On the Scaling Limits of LLMs for Logical Reasoning

Dion3: Full-Stack Orthogonal Updates

FLATTEN: optical FLow-guided ATTENtion for consistent text-to-video editing

Teaching Large Language Models to Regress Accurate Image Quality Scores using Score Distribution

From Synthesis to Removal: Physics-Grounded Reflection Simulation and Diffusion-Based Video Dereflection

Self-Geometry: GT-Free and Plug-and-Play Test-Time Adaptation for Geometrically Consistent 3D Vision Foundation Models

InSight-doc: Agentic Visual Perception for Long-Document Understanding

A deep learning model for estimating story points

DSAgentBench: Can Agents Automate End-to-End Data-Science Workflows in Real Computer Environments?

SWE-Bench ProMax: Benchmarking Agents on Large-Scale Multilingual Code Refactoring

Polylogarithmic width suffices for gradient descent to achieve arbitrarily small test error with shallow ReLU networks

Evo-Bench: Can Language Models Improve Agent Harness?

Cultivar: A Contrastive and Locale-Oriented Translation Benchmark for Investigating Contamination and Localisation Robustness

Network Randomization: A Simple Technique for Generalization in Deep Reinforcement Learning

Gaming Without an Attacker: Benchmark Fingerprinting in LLM-Driven Search Under Selection Pressure

Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents

CEM-RL: Combining evolutionary and gradient-based methods for policy search

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization

Thought-Level Beam Search for Reasoning

Mendel Gödel Machine: Recursive Self-Improving Coding Agents via Comparative Evolution

LLMRouter: Unified Infrastructure for Developing, Evaluating, and Deploying LLM Routers

Finite-Sample Metric Non-Collapse for Geometrically Supervised Latent World Models in Control

End-to-End Lane Marker Detection via Row-wise Classification

DNA-GPT: Divergent N-Gram Analysis for Training-Free Detection of GPT-Generated Text

RetroMAE: Pre-Training Retrieval-oriented Language Models Via Masked Auto-Encoder

General-Reasoner: Advancing LLM Reasoning Across All Domains

Small Foundation Models of Human Cognition and Behaviour

Delving into LLM-assisted writing in biomedical publications through excess vocabulary

StreamVLN: Streaming Vision-and-Language Navigation via SlowFast Context Modeling

b-Bit Minwise Hashing

SmartEdit: Exploring Complex Instruction-based Image Editing with Multimodal Large Language Models

SmartMage: Dynamic Modality Orchestration for 3D Scene Understanding

MatrAIx: Simulating the World with 8.3 Billion Persona Agents

DataSpace: Benchmarking Data Agents for Verifiable Analytics over Heterogeneous Workspaces

Teaching Nemotron Greek: Mining a Corpus, Adapting Retrieval, and Grounding Generation for Modern Greek across Specialist Domains

When Many Answers Are Valid, Voting Fails: Symbolic Verification for Best-of-K Causal Reasoning in LLMs

LongHorizon-Harness: Advancing Long-Horizon Agents for Real-World Tasks

Deferred Exposure of Future Trajectories for Verifiable Reasoning in Autonomous Driving VLMs

On the Generalization of SFT: A Reinforcement Learning Perspective with Reward Rectification

VisualPatchWorld: Code World Models as Latent Structured Representations for Planning

When Tokenization is Secretly Output Supervision

Spectral Prior for Reducing Exposure Bias in Diffusion Models

FinanceComplexQA: Benchmarking Agentic Reasoning on Industrial-grade Financial Documents

Recursive Harness Self-Improvement

The Horseshoe+ Estimator of Ultra-Sparse Signals

OWL: Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation

ReViV: Reconstructing the Viewer and the View in 4D from Monocular Egocentric Video

Harness Handbook: Making Evolving Agent Harnesses Readable,Navigable, and Editable

ShortOPD: Recovering Pruned LLMs with Short-to-Long On-Policy Distillation

Function-Aware Fill-in-the-Middle as Mid-Training for Coding Agent Foundation Models

The AI Index 2021 Annual Report

Classification and Clustering of Arguments with Contextualized Word Embeddings

2018 Robotic Scene Segmentation Challenge

Explore Before Committing: Hypothesis-Guided Search for Deep Research Agents

Unified Reward Model for Multimodal Understanding and Generation

LLMPEDIA: Browsing, Verifying, and Comparing the Parametric Encyclopedic Knowledge of LLMs

Accurate, Interdisciplinary and Transparent Structure-property Understanding with Deep Native Structural Reasoning

AgentLens: Production-Assessed Trajectory Reviews for Coding Agent Evaluation