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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91,741 to 91,800 of 102,505

Modeling Sparse and Bursty Vulnerability Sightings: Forecasting Under Data Constraints
Cedric Bonhomme, Alexandre Dulaunoy
cs.CRarXiv:2604.16038v12026
Don't Make Models Guess Security and Safety: Symbolic Guardrails for Domain-Specific AI Agents
Yining Hong, Yining She, Eunsuk Kang +2
cs.SEcs.AIcs.CRarXiv:2604.15579v22026
GoClick: Lightweight Element Grounding Model for Autonomous GUI Interaction
Hongxin Li, Yuntao Chen, Zhaoxiang Zhang
cs.CVarXiv:2604.23941v12026
AsyncTool: Evaluating the Asynchronous Function Calling Capability under Multi-Task Scenarios
Kou Shi, Ziao Zhang, Shiting Huang +7
cs.AIarXiv:2605.27995v22026
IceCache: Memory-efficient KV-cache Management for Long-Sequence LLMs
Yuzhen Mao, Qitong Wang, Martin Ester +1
cs.LGcs.AIarXiv:2604.10539v12026
Prompt Relay: Inference-Time Temporal Control for Multi-Event Video Generation
Gordon Chen, Ziqi Huang, Ziwei Liu
cs.CVarXiv:2604.10030v12026
Masked by Consensus: Disentangling Privileged Knowledge in LLM Correctness
Tomer Ashuach, Shai Gretz, Yoav Katz +2
cs.CLarXiv:2604.12373v52026
S-VAM: Shortcut Video-Action Model by Self-Distilling Geometric and Semantic Foresight
Haodong Yan, Zhide Zhong, Jiaguan Zhu +10
cs.CVcs.ROarXiv:2603.16195v22026
OmniInteract: Benchmarking Real-World Streaming Interaction for Real-Time Omnimodal Assistants
Xudong Lu, Xueying Li, Annan Wang +8
cs.CVcs.CLarXiv:2605.26485v12026
DreamOn: Diffusion Language Models For Code Infilling Beyond Fixed-size Canvas
Zirui Wu, Lin Zheng, Zhihui Xie +8
cs.CLarXiv:2602.01326v12026
MalTool: Malicious Tool Attacks on LLM Agents
Yuepeng Hu, Yuqi Jia, Mengyuan Li +2
cs.CRarXiv:2602.12194v32026
Active Learners as Efficient PRP Rerankers
Jeremías Figueiredo Paschmann, Juan Kaplan, Francisco Nattero +3
cs.LGcs.AIcs.CLarXiv:2605.14236v22026
VideoFlexTok: Flexible-Length Coarse-to-Fine Video Tokenization
Andrei Atanov, Jesse Allardice, Roman Bachmann +6
cs.CVcs.LGarXiv:2604.12887v12026
LawThinker: A Deep Research Legal Agent in Dynamic Environments
Xinyu Yang, Chenlong Deng, Tongyu Wen +2
cs.AIarXiv:2602.12056v12026
NTIRE 2026 Challenge on Single Image Reflection Removal in the Wild: Datasets, Results, and Methods
Jie Cai, Kangning Yang, Zhiyuan Li +50
cs.CVarXiv:2604.10321v32026
Vanast: Virtual Try-On with Human Image Animation via Synthetic Triplet Supervision
Hyunsoo Cha, Wonjung Woo, Byungjun Kim +1
cs.CVarXiv:2604.04934v22026
Polyglot Teachers: Evaluating Language Models for Multilingual Synthetic Data Generation
Lester James V. Miranda, Ivan Vulić, Anna Korhonen
cs.CLarXiv:2604.11290v22026
Trust but Verify: Introducing DAVinCI -- A Framework for Dual Attribution and Verification in Claim Inference for Language Models
Vipula Rawte, Ryan Rossi, Franck Dernoncourt +1
cs.AIarXiv:2604.21193v12026
Do You See What I Am Pointing At? Gesture-Based Egocentric Video Question Answering
Yura Choi, Roy Miles, Rolandos Alexandros Potamias +3
cs.CVarXiv:2603.12533v22026
SPACENUM: Revisiting Spatial Numerical Understanding in VLMs
Jianshu Zhang, Yijiang Li, Huifeixin Chen +4
cs.AIarXiv:2605.23898v12026
DeepImageSearch: Benchmarking Multimodal Agents for Context-Aware Image Retrieval in Visual Histories
Chenlong Deng, Mengjie Deng, Junjie Wu +10
cs.CVcs.IRarXiv:2602.10809v22026
NTIRE 2026 The 3rd Restore Any Image Model (RAIM) Challenge: Multi-Exposure Image Fusion in Dynamic Scenes (Track 2)
Lishen Qu, Yao Liu, Jie Liang +32
cs.CVarXiv:2604.09030v12026
Self-Sovereign Agent
Wenjie Qu, Xuandong Zhao, Jiaheng Zhang +1
cs.CRcs.CYcs.LGarXiv:2604.08551v12026
Guidance Contrastive Token Credit Assignment for Discrete Policy Optimization
Shufan Li, Konstantinos Kallidromitis, Akash Gokul +2
cs.CVarXiv:2605.29198v22026
EurekAgent: Agent Environment Engineering is All You Need For Autonomous Scientific Discovery
Amy Xin, Jiening Siow, Junjie Wang +5
cs.AIcs.CLarXiv:2606.13662v22026
Salt: Self-Consistent Distribution Matching with Cache-Aware Training for Fast Video Generation
Xingtong Ge, Yi Zhang, Yushi Huang +6
cs.CVeess.IVarXiv:2604.03118v22026
HYDRA-X: Native Unified Multimodal Models with Holistic Visual Tokenizers
Guozhen Zhang, Xuerui Qiu, Yutao Cui +11
cs.CVcs.AIarXiv:2606.13289v12026
One Sentence, One Drama: Personalized Short-Form Drama Generation via Multi-Agent Systems
Yufei Shi, Weilong Yan, Naixuan Huang +5
cs.CVarXiv:2605.22144v12026
Predicting Decisions of AI Agents from Limited Interaction through Text-Tabular Modeling
Eilam Shapira, Moshe Tennenholtz, Roi Reichart
cs.LGcs.AIcs.CLarXiv:2605.12411v12026
3D-VCD: Hallucination Mitigation in 3D-LLM Embodied Agents through Visual Contrastive Decoding
Makanjuola Ogunleye, Eman Abdelrahman, Ismini Lourentzou
cs.CVcs.AIcs.LGarXiv:2604.08645v12026
Tool Zero: Training Tool-Augmented LLMs via Pure RL from Scratch
Yirong Zeng, Xiao Ding, Yutai Hou +9
cs.LGcs.AIarXiv:2511.01934v22025
DeepSeek-OCR 2: Visual Causal Flow
Haoran Wei, Yaofeng Sun, Yukun Li
cs.CVarXiv:2601.20552v12026
Lost in Sampling: Assessing Lexical Reachability in LLMs via the Word Coverage Score (WCS)
Samer Awad, Javier Conde, Carlos Arriaga +3
cs.CLcs.AIarXiv:2605.27268v12026
SlimSpec: Low-Rank Draft LM-Head for Accelerated Speculative Decoding
Anton Plaksin, Sergei Krutikov, Sergei Skvortsov +1
cs.LGcs.CLarXiv:2605.10453v12026
Reason, Then Re-reason: Cross-view Revisiting Improves Spatial Reasoning
Chaofan Ma, Zhenjie Mao, Yuhuan Yang +5
cs.CVcs.AIarXiv:2606.11683v12026
Experience Transfer for Multimodal LLM Agents in Minecraft Game
Chenghao Li, Jun Liu, Songbo Zhang +7
cs.AIarXiv:2604.05533v12026
Best Practices and Lessons Learned on Synthetic Data
Ruibo Liu, Jerry Wei, Fangyu Liu +8
cs.CLarXiv:2404.07503v22024
DexJoCo: A Benchmark and Toolkit for Task-Oriented Dexterous Manipulation on MuJoCo
Hanwen Wang, Weizhi Zhao, Xiangyu Wang +11
cs.ROarXiv:2605.16257v12026
CodeCircuit: Toward Inferring LLM-Generated Code Correctness via Attribution Graphs
Yicheng He, Zheng Zhao, Zhou Kaiyu +3
cs.SEcs.AIarXiv:2602.07080v12026
Text Data Integration
Md Ataur Rahman, Dimitris Sacharidis, Oscar Romero +1
cs.CLcs.IRarXiv:2603.27055v12026
SkVM: Revisiting Language VM for Skills across Heterogenous LLMs and Harnesses
Le Chen, Erhu Feng, Yubin Xia +1
cs.SEcs.LGarXiv:2604.03088v32026
Scaling Text-to-Image Diffusion Transformers with Representation Autoencoders
Shengbang Tong, Boyang Zheng, Ziteng Wang +7
cs.CVarXiv:2601.16208v12026
OmniWeaving: Towards Unified Video Generation with Free-form Composition and Reasoning
Kaihang Pan, Qi Tian, Jianwei Zhang +11
cs.CVarXiv:2603.24458v22026
CARLA-Air: Fly Drones Inside a CARLA World -- A Unified Infrastructure for Air-Ground Embodied Intelligence
Tianle Zeng, Yanci Wen, Hong Zhang
cs.ROcs.AIcs.CVarXiv:2603.28032v22026
Video-Oasis: Rethinking Evaluation of Video Understanding
Geuntaek Lim, Sungjune Park, Jaeyun Lee +5
cs.CVarXiv:2603.29616v22026
ArcANE: Do Role-Playing Language Agents Stay in Character at the Right Time?
Woojung Song, Nalim Kim, Sangjun Song +3
cs.CLcs.AIarXiv:2606.05553v12026
MemRerank: Preference Memory for Personalized Product Reranking
Zhiyuan Peng, Xuyang Wu, Huaixiao Tou +2
cs.CLcs.AIcs.LGarXiv:2603.29247v32026
No One-Size-Fits-All: Building Systems For Translation to Bashkir, Kazakh, Kyrgyz, Tatar and Chuvash Using Synthetic And Original Data
Dmitry Karpov
cs.CLcs.AIcs.LGarXiv:2602.04442v12026
How Do Decoder-Only LLMs Perceive Users? Rethinking Attention Masking for User Representation Learning
Jiahao Yuan, Yike Xu, Jinyong Wen +8
cs.CLarXiv:2602.10622v12026
LongMemEval-V2: Evaluating Long-Term Agent Memory Toward Experienced Colleagues
Di Wu, Zixiang Ji, Asmi Kawatkar +4
cs.CLarXiv:2605.12493v12026
Intern-S1-Pro: Scientific Multimodal Foundation Model at Trillion Scale
Yicheng Zou, Dongsheng Zhu, Lin Zhu +174
cs.LGcs.CLcs.CVarXiv:2603.25040v22026
DreamOmni2: Multimodal Instruction-based Editing and Generation
Bin Xia, Bohao Peng, Yuechen Zhang +10
cs.CVarXiv:2510.06679v12025
Rethinking RL for LLM Reasoning: It's Sparse Policy Selection, Not Capability Learning
Ömer Faruk Akgül, Rajgopal Kannan, Willie Neiswanger +1
cs.CLarXiv:2605.06241v22026
MA-Bench: Towards Fine-grained Micro-Action Understanding
Kun Li, Jihao Gu, Fei Wang +3
cs.CVarXiv:2603.26586v12026
Dual Contrastive Network for Few-Shot Remote Sensing Image Scene Classification
Zhong Ji, Liyuan Hou, Xuan Wang +2
cs.CVarXiv:2603.23161v12026
TAIHRI: Task-Aware 3D Human Keypoints Localization for Close-Range Human-Robot Interaction
Ao Li, Yonggen Ling, Yiyang Lin +3
cs.CVarXiv:2604.08921v12026
Breaking the Static Graph: Context-Aware Traversal for Robust Retrieval-Augmented Generation
Kwun Hang Lau, Fangyuan Zhang, Boyu Ruan +4
cs.CLcs.AIarXiv:2602.01965v12026
PEEK: Picking Essential frames via Efficient Knowledge distillation
Killian Steunou, Anas Filali Razzouki, Khalil Guetari +2
cs.CVarXiv:2605.31029v12026
X2SAM: Any Segmentation in Images and Videos
Hao Wang, Limeng Qiao, Chi Zhang +4
cs.CVcs.AIarXiv:2605.00891v12026
From Agent-Only Social Networks to Autonomous Scientific Research: Lessons from OpenClaw and Moltbook, and the Architecture of ClawdLab and Beach.Science
Lukas Weidener, Marko Brkić, Phillip Lee +3
cs.AIarXiv:2602.19810v32026

Every paper with a summary

Modeling Sparse and Bursty Vulnerability Sightings: Forecasting Under Data Constraints

Don't Make Models Guess Security and Safety: Symbolic Guardrails for Domain-Specific AI Agents

GoClick: Lightweight Element Grounding Model for Autonomous GUI Interaction

AsyncTool: Evaluating the Asynchronous Function Calling Capability under Multi-Task Scenarios

IceCache: Memory-efficient KV-cache Management for Long-Sequence LLMs

Prompt Relay: Inference-Time Temporal Control for Multi-Event Video Generation

Masked by Consensus: Disentangling Privileged Knowledge in LLM Correctness

S-VAM: Shortcut Video-Action Model by Self-Distilling Geometric and Semantic Foresight

OmniInteract: Benchmarking Real-World Streaming Interaction for Real-Time Omnimodal Assistants

DreamOn: Diffusion Language Models For Code Infilling Beyond Fixed-size Canvas

MalTool: Malicious Tool Attacks on LLM Agents

Active Learners as Efficient PRP Rerankers

VideoFlexTok: Flexible-Length Coarse-to-Fine Video Tokenization

LawThinker: A Deep Research Legal Agent in Dynamic Environments

NTIRE 2026 Challenge on Single Image Reflection Removal in the Wild: Datasets, Results, and Methods

Vanast: Virtual Try-On with Human Image Animation via Synthetic Triplet Supervision

Polyglot Teachers: Evaluating Language Models for Multilingual Synthetic Data Generation

Trust but Verify: Introducing DAVinCI -- A Framework for Dual Attribution and Verification in Claim Inference for Language Models

Do You See What I Am Pointing At? Gesture-Based Egocentric Video Question Answering

SPACENUM: Revisiting Spatial Numerical Understanding in VLMs

DeepImageSearch: Benchmarking Multimodal Agents for Context-Aware Image Retrieval in Visual Histories

NTIRE 2026 The 3rd Restore Any Image Model (RAIM) Challenge: Multi-Exposure Image Fusion in Dynamic Scenes (Track 2)

Self-Sovereign Agent

Guidance Contrastive Token Credit Assignment for Discrete Policy Optimization

EurekAgent: Agent Environment Engineering is All You Need For Autonomous Scientific Discovery

Salt: Self-Consistent Distribution Matching with Cache-Aware Training for Fast Video Generation

HYDRA-X: Native Unified Multimodal Models with Holistic Visual Tokenizers

One Sentence, One Drama: Personalized Short-Form Drama Generation via Multi-Agent Systems

Predicting Decisions of AI Agents from Limited Interaction through Text-Tabular Modeling

3D-VCD: Hallucination Mitigation in 3D-LLM Embodied Agents through Visual Contrastive Decoding

Tool Zero: Training Tool-Augmented LLMs via Pure RL from Scratch

DeepSeek-OCR 2: Visual Causal Flow

Lost in Sampling: Assessing Lexical Reachability in LLMs via the Word Coverage Score (WCS)

SlimSpec: Low-Rank Draft LM-Head for Accelerated Speculative Decoding

Reason, Then Re-reason: Cross-view Revisiting Improves Spatial Reasoning

Experience Transfer for Multimodal LLM Agents in Minecraft Game

Best Practices and Lessons Learned on Synthetic Data

DexJoCo: A Benchmark and Toolkit for Task-Oriented Dexterous Manipulation on MuJoCo

CodeCircuit: Toward Inferring LLM-Generated Code Correctness via Attribution Graphs

Text Data Integration

SkVM: Revisiting Language VM for Skills across Heterogenous LLMs and Harnesses

Scaling Text-to-Image Diffusion Transformers with Representation Autoencoders

OmniWeaving: Towards Unified Video Generation with Free-form Composition and Reasoning

CARLA-Air: Fly Drones Inside a CARLA World -- A Unified Infrastructure for Air-Ground Embodied Intelligence

Video-Oasis: Rethinking Evaluation of Video Understanding

ArcANE: Do Role-Playing Language Agents Stay in Character at the Right Time?

MemRerank: Preference Memory for Personalized Product Reranking

No One-Size-Fits-All: Building Systems For Translation to Bashkir, Kazakh, Kyrgyz, Tatar and Chuvash Using Synthetic And Original Data

How Do Decoder-Only LLMs Perceive Users? Rethinking Attention Masking for User Representation Learning

LongMemEval-V2: Evaluating Long-Term Agent Memory Toward Experienced Colleagues

Intern-S1-Pro: Scientific Multimodal Foundation Model at Trillion Scale

DreamOmni2: Multimodal Instruction-based Editing and Generation

Rethinking RL for LLM Reasoning: It's Sparse Policy Selection, Not Capability Learning

MA-Bench: Towards Fine-grained Micro-Action Understanding

Dual Contrastive Network for Few-Shot Remote Sensing Image Scene Classification

TAIHRI: Task-Aware 3D Human Keypoints Localization for Close-Range Human-Robot Interaction

Breaking the Static Graph: Context-Aware Traversal for Robust Retrieval-Augmented Generation

PEEK: Picking Essential frames via Efficient Knowledge distillation

X2SAM: Any Segmentation in Images and Videos

From Agent-Only Social Networks to Autonomous Scientific Research: Lessons from OpenClaw and Moltbook, and the Architecture of ClawdLab and Beach.Science