Artificial Intelligence

Papers filed under cs.AI on arXiv, each one already summarized by Paperlayer. 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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13,801 to 13,860 of 15,291

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation
Haozhe Wang, Weijia Feng, Jinpeng Yu +8
cs.CVcs.AIarXiv:2607.05382v42026
OmniOpt: Taxonomy, Geometry, and Benchmarking of Modern Optimizers
Siyuan Li, Jiabao Pan, Yumou Liu +9
cs.LGcs.AIarXiv:2607.04033v12026
Summaries:한국어
ACID: Action Consistency via Inverse Dynamics for Planning with World Models
Gawon Seo, Dongwon Kim, Suha Kwak
cs.ROcs.AIcs.CVarXiv:2607.02403v12026
Safety Testing LLM Agents at Scale: From Risk Discovery to Evidence-Grounded Verification
Yunhao Feng, Ruixiao Lin, Ming Wen +12
cs.AIarXiv:2607.01793v22026
CausalMix: Data Mixture as Causal Inference for Language Model Training
Zinan Tang, Yukun Zhang, Shaomian Zheng +6
cs.LGcs.AIcs.CLarXiv:2607.01104v12026
Valdi: Value Diffusion World Models
Christopher Lindenberg, Kashyap Chitta
cs.LGcs.AIarXiv:2607.00917v12026
GUICrafter: Weakly-Supervised GUI Agent Leveraging Massive Unannotated Screenshots
Sunqi Fan, Lingshan Chen, Runqi Yin +4
cs.AIcs.CLcs.CVarXiv:2606.29705v12026
Bridging VideoQA and Video-Guided Agentic Tasks via Generalized Keyframe Extraction
Sunqi Fan, Qingle Liu, Runqi Yin +2
cs.CVcs.AIarXiv:2606.29445v12026
Summaries:한국어
EO-WM: A Physically Informed World Model for Probabilistic Earth Observation Forecasting
Junwei Luo, Shuai Yuan, Zhenya Yang +3
cs.AIcs.CVarXiv:2606.27277v12026
What the LLM Should Not Say: Boundary-Aware Context Grounding for A Seven-Channel EEG Agent
Zhiyuan Xu, Yueqing Dai, Junling Li +1
cs.AIarXiv:2606.26519v22026
FlowR2A: Learning Reward-to-Action Distribution for Multimodal Driving Planning
Xirui Li, Zhe Liu, Xiaoqing Ye +4
cs.AIarXiv:2606.24231v12026
Summaries:한국어
Semantic Browsing: Controllable Diversity for Image Generation
Sara Dorfman, Maya Vishnevsky, Omer Dahary +2
cs.CVcs.AIcs.GRarXiv:2606.23679v12026
Summaries:한국어
CLI-Universe: Towards Verifiable Task Synthesis Engine for Terminal Agents
Zhanbo Hua, Yifan Yao, Weihao Xie +14
cs.AIarXiv:2606.22883v12026
CalVerT: Augmenting Agents with Calibrated Verifier Telemetry Improves Action and Learning in Knowledge-Intensive Tasks
Ashwin Vinod, Ying Ding, Elias Stengel-Eskin
cs.CLcs.AIarXiv:2606.21777v12026
SkillHarness: Harnessing Safe Skills for Computer-Use Agents
Yurun Chen, Biao Yi, Keting Yin +1
cs.AIcs.CLcs.CRarXiv:2606.20636v12026
LedgerAgent: Structured State for Policy-Adherent Tool-Calling Agents
Md Nayem Uddin, Amir Saeidi, Eduardo Blanco +1
cs.AIcs.CLarXiv:2606.20529v12026
WorldLines: Benchmarking and Modeling Long-Horizon Stateful Embodied Agents
Yehang Zhang, Jianchong Su, Haojian Huang +7
cs.AIarXiv:2606.18847v12026
LectūraAgents: A Multi-Agent Framework for Adaptive Personalized AI-Assisted Learning and Embodied Teaching
Jaward Sesay, Yue Yu, Siwei Dong +1
cs.CLcs.AIcs.HCarXiv:2606.16428v32026
Dr-DCI: Scaling Direct Corpus Interaction via Dynamic Workspace Expansion
Yi Lu, Zhuofeng Li, Ping Nie +7
cs.AIcs.CLarXiv:2606.14885v12026
VISTA: View-Consistent Self-Verified Training for GUI Grounding
Xinyu Qiu, Yunzhu Zhang, Heng Jia +3
cs.AIarXiv:2606.14579v12026
Aligning Quantum Operators with Large Language Models
Rogerio Feris, Yunchao Liu, Pengyuan Li +2
quant-phcs.AIarXiv:2606.13811v22026
ArogyaSutra: A Multi-Agent Framework for Multimodal Medical Reasoning in Indic Languages
Tanmoy Kanti Halder, Akash Ghosh, Subhadip Baidya +2
cs.CLcs.AIarXiv:2606.13572v22026
Grammar-Constrained Decoding Can Jailbreak LLMs into Generating Malicious Code
Yitong Zhang, Shiteng Lu, Jia Li
cs.CRcs.AIcs.CLarXiv:2606.11817v12026
When the Chain of Thought Knows Better: Failure Modes in Multi-Turn Reasoning Models
Sai Kartheek Reddy Kasu, Nils Lukas, Samuele Poppi
cs.AIcs.CLcs.LGarXiv:2606.10740v22026
Decentralized Multi-Agent Systems with Shared Context
Yuzhen Mao, Azalia Mirhoseini
cs.MAcs.AIarXiv:2606.10662v12026
WeaveBench: A Long-Horizon, Real-World Benchmark for Computer-Use Agents with Hybrid Interfaces
Wanli Li, Bowen Zhou, Yunyao Yu +4
cs.AIarXiv:2606.09426v32026
DuMate-DeepResearch: An Auditable Multi-Agent System with Recursive Search and Rubric-Grounded Reasoning
Lingyong Yan, Can Xu, Yukun Zhao +13
cs.AIarXiv:2606.07299v12026
Direct 3D-Aware Object Insertion via Decomposed Visual Proxies
Jingbo Gong, Yikai Wang, Yushi Lan +6
cs.CVcs.AIcs.LGarXiv:2606.06601v12026
Unsupervised Skill Discovery for Agentic Data Analysis
Zhisong Qiu, Kangqi Song, Shengwei Tang +4
cs.AIcs.CLcs.LGarXiv:2606.06416v12026
The Meta-Agent Challenge: Are Current Agents Capable of Autonomous Agent Development?
Xinyu Lu, Tianshu Wang, Pengbo Wang +8
cs.AIcs.CLarXiv:2606.04455v12026
NVIDIA OmniDreams: Real-Time Generative World Model for Closed-Loop Autonomous Vehicle Simulation
NVIDIA, :, Aarti Basant +32
cs.CVcs.AIcs.ROarXiv:2606.03159v22026
EvoTrainer: Co-Evolving LLM Policies and Training Harnesses for Autonomous Agentic Reinforcement Learning
Guhong Chen, Yingcheng Shi, Yongbin Li +6
cs.AIarXiv:2606.03108v22026
Mitigating Perceptual Judgment Bias in Multimodal LLM-as-a-Judge via Perceptual Perturbation and Reward Modeling
Seojeong Park, Jiho Choi, Junyong Kang +3
cs.CVcs.AIarXiv:2606.02578v12026
Policy and World Modeling Co-Training for Language Agents
Ning Lu, Baijiong Lin, Shengcai Liu +9
cs.LGcs.AIarXiv:2606.02388v12026
OmniVerifier-M1: Multimodal Meta-Verifier with Explicit Structured Recalibration
Xinchen Zhang, Bowei Liu, Jiale Liu +7
cs.CLcs.AIcs.CVarXiv:2605.28805v12026
Pressure-Testing Deception Probes in LLMs: Scaling, Robustness, and the Geometry of Deceptive Representations
Sachin Kumar
cs.CLcs.AIcs.LGarXiv:2605.27958v12026
LocateAnything: Fast and High-Quality Vision-Language Grounding with Parallel Box Decoding
Shihao Wang, Shilong Liu, Yuanguo Kuang +10
cs.CVcs.AIcs.LGarXiv:2605.27365v22026
When Gradients Collide: Failure Modes of Multi-Objective Prompt Optimization for LLM Judges
Parth Darshan, Abhishek Divekar
cs.CLcs.AIcs.LGarXiv:2605.26046v22026
AgentHijack: Benchmarking Computer Use Agent Robustness to Common Environment Corruptions
Jingwei Sun, Jianing Zhu, Yuanyi Li +3
cs.AIarXiv:2605.25707v12026
CONF-KV: Confidence-Aware KV Cache Eviction with Mixed-Precision Storage for Long-Horizon LLM
Yubo Li, Yidi Miao
cs.LGcs.AIarXiv:2605.24786v12026
Coloring the Noise: Adversarial Sobolev Alignment for Faithful Image Super Resolution
Hongbo Wang, Huaibo Huang, Pin Wang +3
cs.CVcs.AIarXiv:2605.23264v22026
AnyMo: Geometry-Aware Setup-Agnostic Modeling of Human Motion in the Wild
Baiyu Chen, Zechen Li, Wilson Wongso +5
cs.CVcs.AIcs.CLarXiv:2605.22715v22026
Agentic CLEAR: Automating Multi-Level Evaluation of LLM Agents
Asaf Yehudai, Lilach Eden, Michal Shmueli-Scheuer
cs.CLcs.AIarXiv:2605.22608v12026
The Illusion of Reasoning: Exposing Evasive Data Contamination in LLMs via Zero-CoT Truncation
Yifan Lan, Yuanpu Cao, Hanyu Wang +2
cs.LGcs.AIarXiv:2605.21856v12026
ClaimDiff-RL: Fine-Grained Caption Reinforcement Learning through Visual Claim Comparison
Tianle Li, Xuyang Shen, Yan Ma +7
cs.LGcs.AIcs.CVarXiv:2605.20278v22026
PEEK: Context Map as an Orientation Cache for Long-Context LLM Agents
Zhuohan Gu, Qizheng Zhang, Omar Khattab +1
cs.AIcs.CLcs.LGarXiv:2605.19932v12026
Evaluating Cognitive Age Alignment in Interactive AI Agents
Yifan Shen, Jiawen Zhang, Jian Xu +4
cs.AIarXiv:2605.17894v12026
PAGER: Bridging the Semantic-Execution Gap in Point-Precise Geometric GUI Control
Jingxuan Wei, Xi Bai, Shan Liu +8
cs.AIarXiv:2605.15963v12026
Solvita: Enhancing Large Language Models for Competitive Programming via Agentic Evolution
Han Li, Jinyu Tian, Rili Feng +10
cs.AIarXiv:2605.15301v12026
Nexus : An Agentic Framework for Time Series Forecasting
Sarkar Snigdha Sarathi Das, Palash Goyal, Mihir Parmar +6
cs.AIcs.CLcs.LGarXiv:2605.14389v12026
EvolveMem:Self-Evolving Memory Architecture via AutoResearch for LLM Agents
Jiaqi Liu, Xinyu Ye, Peng Xia +4
cs.LGcs.AIarXiv:2605.13941v12026
Learning, Fast and Slow: Towards LLMs That Adapt Continually
Rishabh Tiwari, Kusha Sareen, Lakshya A Agrawal +6
cs.LGcs.AIarXiv:2605.12484v22026
ToolCUA: Towards Optimal GUI-Tool Path Orchestration for Computer Use Agents
Xuhao Hu, Xi Zhang, Haiyang Xu +6
cs.AIarXiv:2605.12481v12026
Summaries:한국어
$δ$-mem: Efficient Online Memory for Large Language Models
Jingdi Lei, Di Zhang, Junxian Li +7
cs.AIarXiv:2605.12357v12026
The Many Faces of On-Policy Distillation: Pitfalls, Mechanisms, and Fixes
Siqi Zhu, Xuyan Ye, Hongyu Lu +2
cs.AIarXiv:2605.11182v22026
Summaries:한국어
Rethinking Agentic Search with Pi-Serini: Is Lexical Retrieval Sufficient?
Tz-Huan Hsu, Jheng-Hong Yang, Jimmy Lin
cs.IRcs.AIcs.CLarXiv:2605.10848v12026
Metal-Sci: A Scientific Compute Benchmark for Evolutionary LLM Kernel Search on Apple Silicon
Víctor Gallego
cs.LGcs.AIcs.DCarXiv:2605.09708v22026
MCP-Cosmos: World Model-Augmented Agents for Complex Task Execution in MCP Environments
Giridhar Ganapavarapu, Dhaval Patel
cs.AIcs.MAarXiv:2605.09131v12026
RewardHarness: Self-Evolving Agentic Post-Training
Yuxuan Zhang, Penghui Du, Bo Li +11
cs.AIcs.CLcs.CVarXiv:2605.08703v12026
Flow-OPD: On-Policy Distillation for Flow Matching Models
Zhen Fang, Wenxuan Huang, Yu Zeng +8
cs.CVcs.AIarXiv:2605.08063v52026
Summaries:한국어

Artificial Intelligence

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation

OmniOpt: Taxonomy, Geometry, and Benchmarking of Modern Optimizers

ACID: Action Consistency via Inverse Dynamics for Planning with World Models

Safety Testing LLM Agents at Scale: From Risk Discovery to Evidence-Grounded Verification

CausalMix: Data Mixture as Causal Inference for Language Model Training

Valdi: Value Diffusion World Models

GUICrafter: Weakly-Supervised GUI Agent Leveraging Massive Unannotated Screenshots

Bridging VideoQA and Video-Guided Agentic Tasks via Generalized Keyframe Extraction

EO-WM: A Physically Informed World Model for Probabilistic Earth Observation Forecasting

What the LLM Should Not Say: Boundary-Aware Context Grounding for A Seven-Channel EEG Agent

FlowR2A: Learning Reward-to-Action Distribution for Multimodal Driving Planning

Semantic Browsing: Controllable Diversity for Image Generation

CLI-Universe: Towards Verifiable Task Synthesis Engine for Terminal Agents

CalVerT: Augmenting Agents with Calibrated Verifier Telemetry Improves Action and Learning in Knowledge-Intensive Tasks

SkillHarness: Harnessing Safe Skills for Computer-Use Agents

LedgerAgent: Structured State for Policy-Adherent Tool-Calling Agents

WorldLines: Benchmarking and Modeling Long-Horizon Stateful Embodied Agents

LectūraAgents: A Multi-Agent Framework for Adaptive Personalized AI-Assisted Learning and Embodied Teaching

Dr-DCI: Scaling Direct Corpus Interaction via Dynamic Workspace Expansion

VISTA: View-Consistent Self-Verified Training for GUI Grounding

Aligning Quantum Operators with Large Language Models

ArogyaSutra: A Multi-Agent Framework for Multimodal Medical Reasoning in Indic Languages

Grammar-Constrained Decoding Can Jailbreak LLMs into Generating Malicious Code

When the Chain of Thought Knows Better: Failure Modes in Multi-Turn Reasoning Models

Decentralized Multi-Agent Systems with Shared Context

WeaveBench: A Long-Horizon, Real-World Benchmark for Computer-Use Agents with Hybrid Interfaces

DuMate-DeepResearch: An Auditable Multi-Agent System with Recursive Search and Rubric-Grounded Reasoning

Direct 3D-Aware Object Insertion via Decomposed Visual Proxies

Unsupervised Skill Discovery for Agentic Data Analysis

The Meta-Agent Challenge: Are Current Agents Capable of Autonomous Agent Development?

NVIDIA OmniDreams: Real-Time Generative World Model for Closed-Loop Autonomous Vehicle Simulation

EvoTrainer: Co-Evolving LLM Policies and Training Harnesses for Autonomous Agentic Reinforcement Learning

Mitigating Perceptual Judgment Bias in Multimodal LLM-as-a-Judge via Perceptual Perturbation and Reward Modeling

Policy and World Modeling Co-Training for Language Agents

OmniVerifier-M1: Multimodal Meta-Verifier with Explicit Structured Recalibration

Pressure-Testing Deception Probes in LLMs: Scaling, Robustness, and the Geometry of Deceptive Representations

LocateAnything: Fast and High-Quality Vision-Language Grounding with Parallel Box Decoding

When Gradients Collide: Failure Modes of Multi-Objective Prompt Optimization for LLM Judges

AgentHijack: Benchmarking Computer Use Agent Robustness to Common Environment Corruptions

CONF-KV: Confidence-Aware KV Cache Eviction with Mixed-Precision Storage for Long-Horizon LLM

Coloring the Noise: Adversarial Sobolev Alignment for Faithful Image Super Resolution

AnyMo: Geometry-Aware Setup-Agnostic Modeling of Human Motion in the Wild

Agentic CLEAR: Automating Multi-Level Evaluation of LLM Agents

The Illusion of Reasoning: Exposing Evasive Data Contamination in LLMs via Zero-CoT Truncation

ClaimDiff-RL: Fine-Grained Caption Reinforcement Learning through Visual Claim Comparison

PEEK: Context Map as an Orientation Cache for Long-Context LLM Agents

Evaluating Cognitive Age Alignment in Interactive AI Agents

PAGER: Bridging the Semantic-Execution Gap in Point-Precise Geometric GUI Control

Solvita: Enhancing Large Language Models for Competitive Programming via Agentic Evolution

Nexus : An Agentic Framework for Time Series Forecasting

EvolveMem:Self-Evolving Memory Architecture via AutoResearch for LLM Agents

Learning, Fast and Slow: Towards LLMs That Adapt Continually

ToolCUA: Towards Optimal GUI-Tool Path Orchestration for Computer Use Agents

$δ$-mem: Efficient Online Memory for Large Language Models

The Many Faces of On-Policy Distillation: Pitfalls, Mechanisms, and Fixes

Rethinking Agentic Search with Pi-Serini: Is Lexical Retrieval Sufficient?

Metal-Sci: A Scientific Compute Benchmark for Evolutionary LLM Kernel Search on Apple Silicon

MCP-Cosmos: World Model-Augmented Agents for Complex Task Execution in MCP Environments

RewardHarness: Self-Evolving Agentic Post-Training

Flow-OPD: On-Policy Distillation for Flow Matching Models