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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54,661 to 54,720 of 61,210

FactReview: Evidence-Grounded Peer Review with Execution-Based Claim Verification
Ling Yue, Chaoqian Ouyang, Hang Xu +7
cs.AIcs.LGarXiv:2604.04074v42026
Rethinking Generalization in Reasoning SFT: A Conditional Analysis on Optimization, Data, and Model Capability
Qihan Ren, Peng Wang, Ruikun Cai +8
cs.AIarXiv:2604.06628v22026
Qualixar OS: A Universal Operating System for AI Agent Orchestration
Varun Pratap Bhardwaj
cs.AIcs.MAcs.SEarXiv:2604.06392v12026
UniSpace: Unified Visual Representation and Scalable Multimodal Modeling
Jinbo Yan, Limeng Qiao, Jie Qin +3
cs.CVcs.AIarXiv:2608.08676v12026
HY-Embodied-0.5: Embodied Foundation Models for Real-World Agents
Tencent Robotics X, HY Vision Team, : +20
cs.CVarXiv:2604.07430v12026
OpenSpatial: A Principled Data Engine for Empowering Spatial Intelligence
Jianhui Liu, Haoze Sun, Wenbo Li +11
cs.CLarXiv:2604.07296v22026
Personalizing Text-to-Image Generation to Individual Taste
Anne-Sofie Maerten, Juliane Verwiebe, Shyamgopal Karthik +3
cs.CVarXiv:2604.07427v12026
MegaTrain: Full Precision Training of 100B+ Parameter Large Language Models on a Single GPU
Zhengqing Yuan, Hanchi Sun, Lichao Sun +1
cs.CLcs.DCcs.OSarXiv:2604.05091v12026
Video-MME-v2: Towards the Next Stage in Benchmarks for Comprehensive Video Understanding
Chaoyou Fu, Haozhi Yuan, Yuhao Dong +16
cs.CVarXiv:2604.05015v12026
A Frame is Worth One Token: Efficient Generative World Modeling with Delta Tokens
Tommie Kerssies, Gabriele Berton, Ju He +5
cs.CVarXiv:2604.04913v12026
Beyond Hard Negatives: The Importance of Score Distribution in Knowledge Distillation for Dense Retrieval
Youngjoon Jang, Seongtae Hong, Hyeonseok Moon +1
cs.IRarXiv:2604.04734v22026
STEER: Structured Event Evidence for Video Reasoning via Multi-Objective Reinforcement Learning
Zinuo Li, Yongxin Guo, Jun Liu +7
cs.CLarXiv:2604.04415v32026
SkVM: Revisiting Language VM for Skills across Heterogenous LLMs and Harnesses
Le Chen, Erhu Feng, Yubin Xia +1
cs.SEcs.LGarXiv:2604.03088v32026
Scientific Graphics Program Synthesis via Dual Self-Consistency Reinforcement Learning
Juekai Lin, Yun Zhu, Honglin Lin +6
cs.CVcs.AIarXiv:2604.06079v12026
RAGEN-2: Reasoning Collapse in Agentic RL
Zihan Wang, Chi Gui, Xing Jin +13
cs.LGarXiv:2604.06268v12026
Target Policy Optimization
Jean Kaddour
cs.LGarXiv:2604.06159v12026
TRACE: Capability-Targeted Agentic Training
Hangoo Kang, Tarun Suresh, Jon Saad-Falcon +1
cs.AIarXiv:2604.05336v22026
The Master Key Hypothesis: Unlocking Cross-Model Capability Transfer via Linear Subspace Alignment
Rishab Balasubramanian, Pin-Jie Lin, Rituraj Sharma +6
cs.LGcs.AIarXiv:2604.06377v32026
Action Images: End-to-End Policy Learning via Multiview Video Generation
Haoyu Zhen, Zixian Gao, Qiao Sun +7
cs.CVcs.ROarXiv:2604.06168v22026
Experience Transfer for Multimodal LLM Agents in Minecraft Game
Chenghao Li, Jun Liu, Songbo Zhang +7
cs.AIarXiv:2604.05533v12026
The Depth Ceiling: On the Limits of Large Language Models in Discovering Latent Planning
Yi Xu, Philipp Jettkant, Laura Ruis
cs.LGcs.AIcs.CLarXiv:2604.06427v12026
In-Place Test-Time Training
Guhao Feng, Shengjie Luo, Kai Hua +4
cs.LGcs.AIcs.CLarXiv:2604.06169v12026
Beyond Accuracy: Unveiling Inefficiency Patterns in Tool-Integrated Reasoning
Qisheng Su, Shiting Huang, Zhen Fang +3
cs.PFcs.SEarXiv:2604.05404v22026
Paper Circle: An Open-source Multi-agent Research Discovery and Analysis Framework
Komal Kumar, Aman Chadha, Salman Khan +2
cs.CLarXiv:2604.06170v12026
Claw-Eval: Towards Trustworthy Evaluation of Autonomous Agents
Bowen Ye, Rang Li, Qibin Yang +10
cs.AIarXiv:2604.06132v32026
Graph-Based Chain-of-Thought Pruning for Reducing Redundant Reflections in Reasoning LLMs
Hongyuan Yuan, Xinran He, Run Shao +6
cs.CLarXiv:2604.05643v22026
QiMeng-PRepair: Precise Code Repair via Edit-Aware Reward Optimization
Changxin Ke, Rui Zhang, Jiaming Guo +10
cs.SEcs.LGarXiv:2604.05963v12026
Improving Semantic Proximity in Information Retrieval through Cross-Lingual Alignment
Seongtae Hong, Youngjoon Jang, Jungseob Lee +2
cs.IRarXiv:2604.05684v12026
AgentGL: Towards Agentic Graph Learning with LLMs via Reinforcement Learning
Yuanfu Sun, Kang Li, Dongzhe Fan +2
cs.CLarXiv:2604.05846v22026
Spec Kit Agents: Context-Grounded Agentic Workflows
Pardis Taghavi, Santosh Bhavani
cs.SEcs.AIcs.MAarXiv:2604.05278v12026
On the Step Length Confounding in LLM Reasoning Data Selection
Bing Wang, Rui Miao, Chen Shen +7
cs.CLcs.AIarXiv:2604.06834v12026
An LLM agent for end-to-end computational materials discovery
Chen Yuntong, Huang Ju, Liu Yu +6
cond-mat.mtrl-scics.AIarXiv:2608.20434v12026
MoRight: Motion Control Done Right
Shaowei Liu, Xuanchi Ren, Tianchang Shen +5
cs.CVcs.AIcs.GRarXiv:2604.07348v12026
Q-Zoom: Query-Aware Adaptive Perception for Efficient Multimodal Large Language Models
Yuheng Shi, Xiaohuan Pei, Linfeng Wen +2
cs.CVcs.AIarXiv:2604.06912v12026
Fast Spatial Memory with Elastic Test-Time Training
Ziqiao Ma, Xueyang Yu, Haoyu Zhen +3
cs.CVcs.GRcs.LGarXiv:2604.07350v12026
FlowInOne:Unifying Multimodal Generation as Image-in, Image-out Flow Matching
Junchao Yi, Rui Zhao, Jiahao Tang +7
cs.CVarXiv:2604.06757v32026
Personalized RewardBench: Evaluating Reward Models with Human Aligned Personalization
Qiyao Ma, Dechen Gao, Rui Cai +4
cs.CLcs.LGarXiv:2604.07343v22026
FP4 Explore, BF16 Train: Diffusion Reinforcement Learning via Efficient Rollout Scaling
Yitong Li, Junsong Chen, Shuchen Xue +8
cs.LGcs.AIcs.CVarXiv:2604.06916v12026
TC-AE: Unlocking Token Capacity for Deep Compression Autoencoders
Teng Li, Ziyuan Huang, Cong Chen +5
cs.CVarXiv:2604.07340v12026
MARS: Enabling Autoregressive Models Multi-Token Generation
Ziqi Jin, Lei Wang, Ziwei Luo +1
cs.CLarXiv:2604.07023v12026
INSPATIO-WORLD: A Real-Time 4D World Simulator via Spatiotemporal Autoregressive Modeling
InSpatio Team, Donghui Shen, Guofeng Zhang +20
cs.CVarXiv:2604.07209v22026
CylinderDepth: Cylindrical Spatial Attention for Multi-View Consistent Self-Supervised Surround Depth Estimation
Samer Abualhanud, Christian Grannemann, Max Mehltretter
cs.CVarXiv:2511.16428v32025
Appear2Meaning: A Cross-Cultural Benchmark for Structured Cultural Metadata Inference from Images
Yuechen Jiang, Enze Zhang, Md Mohsinul Kabir +4
cs.CVcs.CLcs.MMarXiv:2604.07338v12026
Flux Attention: Context-Aware Hybrid Attention for Efficient LLMs Inference
Quantong Qiu, Zhiyi Hong, Yi Yang +5
cs.LGcs.CLarXiv:2604.07394v12026
RefineAnything: Multimodal Region-Specific Refinement for Perfect Local Details
Dewei Zhou, You Li, Zongxin Yang +1
cs.CVarXiv:2604.06870v12026
UniDoc-RL: Coarse-to-Fine Visual RAG with Hierarchical Actions and Dense Rewards
Jun Wang, Shuo Tan, Zelong Sun +5
cs.CVcs.AIarXiv:2604.14967v22026
Small Vision-Language Models are Smart Compressors for Long Video Understanding
Junjie Fei, Jun Chen, Zechun Liu +13
cs.CVcs.AIcs.CLarXiv:2604.08120v12026
Phantom: Physics-Infused Video Generation via Joint Modeling of Visual and Latent Physical Dynamics
Ying Shen, Jerry Xiong, Tianjiao Yu +1
cs.CVarXiv:2604.08503v32026
Towards Real-world Human Behavior Simulation: Benchmarking Large Language Models on Long-horizon, Cross-scenario, Heterogeneous Behavior Traces
Jiawei Chen, Ruoxi Xu, Boxi Cao +11
cs.CLcs.AIcs.LGarXiv:2604.08362v22026
MolmoWeb: Open Visual Web Agent and Open Data for the Open Web
Tanmay Gupta, Piper Wolters, Zixian Ma +13
cs.CVarXiv:2604.08516v12026
Structured Distillation of Web Agent Capabilities Enables Generalization
Xing Han Lù, Siva Reddy
cs.LGarXiv:2604.07776v12026
SIM1: Physics-Aligned Simulator as Zero-Shot Data Scaler in Deformable Worlds
Yunsong Zhou, Hangxu Liu, Xuekun Jiang +12
cs.ROcs.AIcs.CVarXiv:2604.08544v22026
AnomalyVFM -- Transforming Vision Foundation Models into Zero-Shot Anomaly Detectors
Matic Fučka, Vitjan Zavrtanik, Danijel Skočaj
cs.CVarXiv:2601.20524v22026
Lighting-grounded Video Generation with Renderer-based Agent Reasoning
Ziqi Cai, Taoyu Yang, Zheng Chang +4
cs.CVarXiv:2604.07966v12026
What do Language Models Learn and When? The Implicit Curriculum Hypothesis
Emmy Liu, Kaiser Sun, Millicent Li +4
cs.CLarXiv:2604.08510v12026
Act Wisely: Cultivating Meta-Cognitive Tool Use in Agentic Multimodal Models
Shilin Yan, Jintao Tong, Hongwei Xue +6
cs.CVcs.AIarXiv:2604.08545v12026
Meta-learning In-Context Enables Training-Free Cross Subject Brain Decoding
Mu Nan, Muquan Yu, Weijian Mai +12
cs.LGq-bio.NCarXiv:2604.08537v12026
On Semiotic-Grounded Interpretive Evaluation of Generative Art
Ruixiang Jiang, Changwen Chen
cs.CVcs.AIcs.HCarXiv:2604.08641v12026
KnowU-Bench: Towards Interactive, Proactive, and Personalized Mobile Agent Evaluation
Tongbo Chen, Zhengxi Lu, Zhan Xu +13
cs.AIarXiv:2604.08455v12026
WildDet3D: Scaling Promptable 3D Detection in the Wild
Weikai Huang, Jieyu Zhang, Sijun Li +15
cs.CVarXiv:2604.08626v22026

Every paper with a summary

FactReview: Evidence-Grounded Peer Review with Execution-Based Claim Verification

Rethinking Generalization in Reasoning SFT: A Conditional Analysis on Optimization, Data, and Model Capability

Qualixar OS: A Universal Operating System for AI Agent Orchestration

UniSpace: Unified Visual Representation and Scalable Multimodal Modeling

HY-Embodied-0.5: Embodied Foundation Models for Real-World Agents

OpenSpatial: A Principled Data Engine for Empowering Spatial Intelligence

Personalizing Text-to-Image Generation to Individual Taste

MegaTrain: Full Precision Training of 100B+ Parameter Large Language Models on a Single GPU

Video-MME-v2: Towards the Next Stage in Benchmarks for Comprehensive Video Understanding

A Frame is Worth One Token: Efficient Generative World Modeling with Delta Tokens

Beyond Hard Negatives: The Importance of Score Distribution in Knowledge Distillation for Dense Retrieval

STEER: Structured Event Evidence for Video Reasoning via Multi-Objective Reinforcement Learning

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

Scientific Graphics Program Synthesis via Dual Self-Consistency Reinforcement Learning

RAGEN-2: Reasoning Collapse in Agentic RL

Target Policy Optimization

TRACE: Capability-Targeted Agentic Training

The Master Key Hypothesis: Unlocking Cross-Model Capability Transfer via Linear Subspace Alignment

Action Images: End-to-End Policy Learning via Multiview Video Generation

Experience Transfer for Multimodal LLM Agents in Minecraft Game

The Depth Ceiling: On the Limits of Large Language Models in Discovering Latent Planning

In-Place Test-Time Training

Beyond Accuracy: Unveiling Inefficiency Patterns in Tool-Integrated Reasoning

Paper Circle: An Open-source Multi-agent Research Discovery and Analysis Framework

Claw-Eval: Towards Trustworthy Evaluation of Autonomous Agents

Graph-Based Chain-of-Thought Pruning for Reducing Redundant Reflections in Reasoning LLMs

QiMeng-PRepair: Precise Code Repair via Edit-Aware Reward Optimization

Improving Semantic Proximity in Information Retrieval through Cross-Lingual Alignment

AgentGL: Towards Agentic Graph Learning with LLMs via Reinforcement Learning

Spec Kit Agents: Context-Grounded Agentic Workflows

On the Step Length Confounding in LLM Reasoning Data Selection

An LLM agent for end-to-end computational materials discovery

MoRight: Motion Control Done Right

Q-Zoom: Query-Aware Adaptive Perception for Efficient Multimodal Large Language Models

Fast Spatial Memory with Elastic Test-Time Training

FlowInOne:Unifying Multimodal Generation as Image-in, Image-out Flow Matching

Personalized RewardBench: Evaluating Reward Models with Human Aligned Personalization

FP4 Explore, BF16 Train: Diffusion Reinforcement Learning via Efficient Rollout Scaling

TC-AE: Unlocking Token Capacity for Deep Compression Autoencoders

MARS: Enabling Autoregressive Models Multi-Token Generation

INSPATIO-WORLD: A Real-Time 4D World Simulator via Spatiotemporal Autoregressive Modeling

CylinderDepth: Cylindrical Spatial Attention for Multi-View Consistent Self-Supervised Surround Depth Estimation

Appear2Meaning: A Cross-Cultural Benchmark for Structured Cultural Metadata Inference from Images

Flux Attention: Context-Aware Hybrid Attention for Efficient LLMs Inference

RefineAnything: Multimodal Region-Specific Refinement for Perfect Local Details

UniDoc-RL: Coarse-to-Fine Visual RAG with Hierarchical Actions and Dense Rewards

Small Vision-Language Models are Smart Compressors for Long Video Understanding

Phantom: Physics-Infused Video Generation via Joint Modeling of Visual and Latent Physical Dynamics

Towards Real-world Human Behavior Simulation: Benchmarking Large Language Models on Long-horizon, Cross-scenario, Heterogeneous Behavior Traces

MolmoWeb: Open Visual Web Agent and Open Data for the Open Web

Structured Distillation of Web Agent Capabilities Enables Generalization

SIM1: Physics-Aligned Simulator as Zero-Shot Data Scaler in Deformable Worlds

AnomalyVFM -- Transforming Vision Foundation Models into Zero-Shot Anomaly Detectors

Lighting-grounded Video Generation with Renderer-based Agent Reasoning

What do Language Models Learn and When? The Implicit Curriculum Hypothesis

Act Wisely: Cultivating Meta-Cognitive Tool Use in Agentic Multimodal Models

Meta-learning In-Context Enables Training-Free Cross Subject Brain Decoding

On Semiotic-Grounded Interpretive Evaluation of Generative Art

KnowU-Bench: Towards Interactive, Proactive, and Personalized Mobile Agent Evaluation

WildDet3D: Scaling Promptable 3D Detection in the Wild