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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54,961 to 55,020 of 61,393

SPPO: Sequence-Level PPO for Long-Horizon Reasoning Tasks
Tianyi Wang, Yixia Li, Long Li +6
cs.AIarXiv:2604.08865v12026
Zero-shot World Models Are Developmentally Efficient Learners
Khai Loong Aw, Klemen Kotar, Wanhee Lee +6
cs.AIcs.CVarXiv:2604.10333v12026
Counting to Four is still a Chore for VLMs
Duy Le Dinh Anh, Patrick Amadeus Irawan, Tuan Van Vo
cs.CVarXiv:2604.10039v12026
Prompt Relay: Inference-Time Temporal Control for Multi-Event Video Generation
Gordon Chen, Ziqi Huang, Ziwei Liu
cs.CVarXiv:2604.10030v12026
EditCrafter: Tuning-free High-Resolution Image Editing via Pretrained Diffusion Model
Kunho Kim, Sumin Seo, Yongjun Cho +1
cs.CVarXiv:2604.10268v12026
SciPredict: Can LLMs Predict the Outcomes of Scientific Experiments in Natural Sciences?
Udari Madhushani Sehwag, Elaine Lau, Haniyeh Ehsani Oskouie +14
cs.AIarXiv:2604.10718v12026
BMdataset: A Musicologically Curated LilyPond Dataset
Matteo Spanio, Ilay Guler, Antonio Rodà
cs.SDcs.CLcs.IRarXiv:2604.10628v22026
DiningBench: A Hierarchical Multi-view Benchmark for Perception and Reasoning in the Dietary Domain
Song Jin, Juntian Zhang, Xun Zhang +6
cs.CVarXiv:2604.10425v12026
IceCache: Memory-efficient KV-cache Management for Long-Sequence LLMs
Yuzhen Mao, Qitong Wang, Martin Ester +1
cs.LGcs.AIarXiv:2604.10539v12026
Tracing the Roots: A Multi-Agent Framework for Uncovering Data Lineage in Post-Training LLMs
Yu Li, Xiaoran Shang, Qizhi Pei +11
cs.AIarXiv:2604.10480v12026
PersonalAI: A Systematic Comparison of Knowledge Graph Storage and Retrieval Approaches for Personalized LLM agents
Mikhail Menschikov, Dmitry Evseev, Victoria Dochkina +5
cs.CLcs.IRarXiv:2506.17001v62025
The Blind Spot of Agent Safety: How Benign User Instructions Expose Critical Vulnerabilities in Computer-Use Agents
Xuwei Ding, Skylar Zhai, Linxin Song +6
cs.CRcs.AIarXiv:2604.10577v22026
Rethinking the Diffusion Model from a Langevin Perspective
Candi Zheng, Yuan Lan
cs.LGcs.AIcs.CVarXiv:2604.10465v12026
PokeRL: Reinforcement Learning for Pokemon Red
Dheeraj Mudireddy, Sai Patibandla
cs.LGarXiv:2604.10812v12026
Low-rank Optimization Trajectories Modeling for LLM RLVR Acceleration
Zhipeng Chen, Tao Qian, Wayne Xin Zhao +1
cs.LGcs.AIcs.CLarXiv:2604.11446v12026
Time is Not a Label: Continuous Phase Rotation for Temporal Knowledge Graphs and Agentic Memory
Weixian Waylon Li, Jiaxin Zhang, Xianan Jim Yang +2
cs.CLcs.AIarXiv:2604.11544v12026
SWE-AGILE: A Software Agent Framework for Efficiently Managing Dynamic Reasoning Context
Shuquan Lian, Juncheng Liu, Yazhe Chen +2
cs.AIcs.CLarXiv:2604.11716v12026
Mobile GUI Agent Privacy Personalization with Trajectory Induced Preference Optimization
Zhixin Lin, Jungang Li, Dongliang Xu +5
cs.AIcs.CRarXiv:2604.11259v12026
From Reasoning to Agentic: Credit Assignment in Reinforcement Learning for Large Language Models
Chenchen Zhang
cs.CLarXiv:2604.09459v32026
General365: Benchmarking General Reasoning in Large Language Models Across Diverse and Challenging Tasks
Junlin Liu, Shengnan An, Shuang Zhou +10
cs.CLcs.AIarXiv:2604.11778v12026
Agentic Aggregation for Parallel Scaling of Long-Horizon Agentic Tasks
Yoonsang Lee, Howard Yen, Xi Ye +1
cs.CLarXiv:2604.11753v32026
Introspective Diffusion Language Models
Yifan Yu, Yuqing Jian, Junxiong Wang +12
cs.AIarXiv:2604.11035v12026
CocoaBench: Evaluating Unified Digital Agents in the Wild
CocoaBench Team, Shibo Hao, Zhining Zhang +29
cs.CLcs.AIarXiv:2604.11201v22026
Pseudo-Unification: Entropy Probing Reveals Divergent Information Patterns in Unified Multimodal Models
Songlin Yang, Xianghao Kong, Anyi Rao
cs.CVcs.AIarXiv:2604.10949v12026
OmniShow: Unifying Multimodal Conditions for Human-Object Interaction Video Generation
Donghao Zhou, Guisheng Liu, Hao Yang +9
cs.CVarXiv:2604.11804v22026
CodeTracer: Towards Traceable Agent States
Han Li, Yifan Yao, Letian Zhu +13
cs.SEcs.AIarXiv:2604.11641v32026
The Past Is Not Past: Memory-Enhanced Dynamic Reward Shaping
Yang Liu, Enxi Wang, Yufei Gao +6
cs.LGcs.AIcs.CLarXiv:2604.11297v12026
Do Thought Streams Matter? Evaluating Reasoning in Gemini Vision-Language Models for Video Scene Understanding
Shivam Sharma, Sankalp Nagaonkar, Ashish Choithani +1
cs.CVarXiv:2604.11177v12026
You Only Judge Once: Multi-response Reward Modeling in a Single Forward Pass
Yinuo Yang, Zixian Ma, Manasi Ganti +2
cs.CVcs.AIarXiv:2604.10966v22026
LASA: Language-Agnostic Semantic Alignment at the Semantic Bottleneck for LLM Safety
Junxiao Yang, Haoran Liu, Jinzhe Tu +9
cs.LGcs.AIcs.CLarXiv:2604.12710v22026
ClawGUI: A Unified Framework for Training, Evaluating, and Deploying GUI Agents
Fei Tang, Zhiqiong Lu, Boxuan Zhang +4
cs.LGcs.AIcs.CLarXiv:2604.11784v12026
Grid2Matrix: Revealing Digital Agnosia in Vision-Language Models
Yunkai Zhang, Linda Li, Yingxin Cui +5
cs.CVcs.AIarXiv:2604.09687v22026
Motif-Video 2B: Technical Report
Junghwan Lim, Wai Ting Cheung, Minsu Ha +25
cs.CVcs.AIarXiv:2604.16503v22026
OmniScript: Towards Audio-Visual Script Generation for Long-Form Cinematic Video
Junfu Pu, Yuxin Chen, Teng Wang +1
cs.CVcs.MMarXiv:2604.11102v12026
Sema Code: Decoupling AI Coding Agents into Programmable, Embeddable Infrastructure
Huacan Wang, Jie Zhou, Ningyan Zhu +8
cs.SEarXiv:2604.11045v12026
Self-Adversarial One Step Generation via Condition Shifting
Deyuan Liu, Peng Sun, Yansen Han +3
cs.CVarXiv:2604.12322v12026
GlotOCR Bench: OCR Models Still Struggle Beyond a Handful of Unicode Scripts
Amir Hossein Kargaran, Nafiseh Nikeghbal, Jana Diesner +2
cs.CLcs.CVarXiv:2604.12978v12026
Habitat-GS: A High-Fidelity Navigation Simulator with Dynamic Gaussian Splatting
Ziyuan Xia, Jingyi Xu, Chong Cui +9
cs.ROcs.CVarXiv:2604.12626v12026
Accelerating Speculative Decoding with Block Diffusion Draft Trees
Liran Ringel, Yaniv Romano
cs.CLarXiv:2604.12989v12026
Generative Refinement Networks for Visual Synthesis
Jian Han, Jinlai Liu, Jiahuan Wang +2
cs.CVarXiv:2604.13030v22026
Feed-Forward 3D Scene Modeling: A Problem-Driven Perspective
Weijie Wang, Qihang Cao, Sensen Gao +10
cs.CVcs.AIcs.GRarXiv:2604.14025v12026
Mobile GUI Agents under Real-world Threats: Are We There Yet?
Guohong Liu, Jialei Ye, Jiacheng Liu +5
cs.CRcs.AIarXiv:2507.04227v22025
Lyra 2.0: Explorable Generative 3D Worlds
Tianchang Shen, Sherwin Bahmani, Kai He +12
cs.CVarXiv:2604.13036v12026
ASGuard: Activation-Scaling Guard to Mitigate Targeted Jailbreaking Attack
Yein Park, Jungwoo Park, Jaewoo Kang
cs.AIarXiv:2509.25843v22025
Towards Autonomous Mechanistic Reasoning in Virtual Cells
Yunhui Jang, Lu Zhu, Jake Fawkes +3
cs.LGcs.AIarXiv:2604.11661v32026
UI-Copilot: Advancing Long-Horizon GUI Automation via Tool-Integrated Policy Optimization
Zhengxi Lu, Fei Tang, Guangyi Liu +8
cs.LGarXiv:2604.13822v12026
RoboLab: A High-Fidelity Simulation Benchmark for Analysis of Task Generalist Policies
Jenai Xuning Yang, Rishit Dagli, Alex Zook +5
cs.ROcs.AIarXiv:2604.09860v42026
SpatialEvo: Self-Evolving Spatial Intelligence via Deterministic Geometric Environments
Dinging Li, Yingxiu Zhao, Xinrui Cheng +16
cs.CVcs.CLarXiv:2604.14144v12026
AgentSPEX: An Agent SPecification and EXecution Language
Pengcheng Wang, Jerry Huang, Jiarui Yao +7
cs.CLarXiv:2604.13346v12026
Free Geometry: Refining 3D Reconstruction from Longer Versions of Itself
Yuhang Dai, Xingyi Yang
cs.CVarXiv:2604.14048v12026
ROSE: Retrieval-Oriented Segmentation Enhancement
Song Tang, Guangquan Jie, Henghui Ding +1
cs.CVarXiv:2604.14147v12026
TREX: Automating LLM Fine-tuning via Agent-Driven Tree-based Exploration
Zerun Ma, Guoqiang Wang, Xinchen Xie +7
cs.AIcs.CLarXiv:2604.14116v22026
OccuBench: Evaluating AI Agents on Real-World Professional Tasks via Language Environment Simulation
Xiaomeng Hu, Yinger Zhang, Fei Huang +7
cs.CLarXiv:2604.10866v22026
MERRIN: A Benchmark for Multimodal Evidence Retrieval and Reasoning in Noisy Web Environments
Han Wang, David Wan, Hyunji Lee +6
cs.CLcs.AIcs.CVarXiv:2604.13418v12026
Cross-Tokenizer LLM Distillation through a Byte-Level Interface
Avyav Kumar Singh, Yen-Chen Wu, Alexandru Cioba +2
cs.CLarXiv:2604.07466v22026
Representations Before Pixels: Semantics-Guided Hierarchical Video Prediction
Efstathios Karypidis, Spyros Gidaris, Nikos Komodakis
cs.CVarXiv:2604.11707v12026
Self-Evolving LLM Memory Extraction Across Heterogeneous Tasks
Yuqing Yang, Tengxiao Liu, Wang Bill Zhu +3
cs.CLarXiv:2604.11610v12026
Self-Distillation Zero: Self-Revision Turns Binary Rewards into Dense Supervision
Yinghui He, Simran Kaur, Adithya Bhaskar +7
cs.CLarXiv:2604.12002v22026
Domain-Specific Latent Representations Improve the Fidelity of Diffusion-Based Medical Image Super-Resolution
Sebastian Cajas, Ashaba Judith, Rahul Gorijavolu +8
cs.CVcs.AIarXiv:2604.12152v12026
Learning Versatile Humanoid Manipulation with Touch Dreaming
Yaru Niu, Zhenlong Fang, Binghong Chen +8
cs.ROarXiv:2604.13015v32026

Every paper with a summary

SPPO: Sequence-Level PPO for Long-Horizon Reasoning Tasks

Zero-shot World Models Are Developmentally Efficient Learners

Counting to Four is still a Chore for VLMs

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

EditCrafter: Tuning-free High-Resolution Image Editing via Pretrained Diffusion Model

SciPredict: Can LLMs Predict the Outcomes of Scientific Experiments in Natural Sciences?

BMdataset: A Musicologically Curated LilyPond Dataset

DiningBench: A Hierarchical Multi-view Benchmark for Perception and Reasoning in the Dietary Domain

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

Tracing the Roots: A Multi-Agent Framework for Uncovering Data Lineage in Post-Training LLMs

PersonalAI: A Systematic Comparison of Knowledge Graph Storage and Retrieval Approaches for Personalized LLM agents

The Blind Spot of Agent Safety: How Benign User Instructions Expose Critical Vulnerabilities in Computer-Use Agents

Rethinking the Diffusion Model from a Langevin Perspective

PokeRL: Reinforcement Learning for Pokemon Red

Low-rank Optimization Trajectories Modeling for LLM RLVR Acceleration

Time is Not a Label: Continuous Phase Rotation for Temporal Knowledge Graphs and Agentic Memory

SWE-AGILE: A Software Agent Framework for Efficiently Managing Dynamic Reasoning Context

Mobile GUI Agent Privacy Personalization with Trajectory Induced Preference Optimization

From Reasoning to Agentic: Credit Assignment in Reinforcement Learning for Large Language Models

General365: Benchmarking General Reasoning in Large Language Models Across Diverse and Challenging Tasks

Agentic Aggregation for Parallel Scaling of Long-Horizon Agentic Tasks

Introspective Diffusion Language Models

CocoaBench: Evaluating Unified Digital Agents in the Wild

Pseudo-Unification: Entropy Probing Reveals Divergent Information Patterns in Unified Multimodal Models

OmniShow: Unifying Multimodal Conditions for Human-Object Interaction Video Generation

CodeTracer: Towards Traceable Agent States

The Past Is Not Past: Memory-Enhanced Dynamic Reward Shaping

Do Thought Streams Matter? Evaluating Reasoning in Gemini Vision-Language Models for Video Scene Understanding

You Only Judge Once: Multi-response Reward Modeling in a Single Forward Pass

LASA: Language-Agnostic Semantic Alignment at the Semantic Bottleneck for LLM Safety

ClawGUI: A Unified Framework for Training, Evaluating, and Deploying GUI Agents

Grid2Matrix: Revealing Digital Agnosia in Vision-Language Models

Motif-Video 2B: Technical Report

OmniScript: Towards Audio-Visual Script Generation for Long-Form Cinematic Video

Sema Code: Decoupling AI Coding Agents into Programmable, Embeddable Infrastructure

Self-Adversarial One Step Generation via Condition Shifting

GlotOCR Bench: OCR Models Still Struggle Beyond a Handful of Unicode Scripts

Habitat-GS: A High-Fidelity Navigation Simulator with Dynamic Gaussian Splatting

Accelerating Speculative Decoding with Block Diffusion Draft Trees

Generative Refinement Networks for Visual Synthesis

Feed-Forward 3D Scene Modeling: A Problem-Driven Perspective

Mobile GUI Agents under Real-world Threats: Are We There Yet?

Lyra 2.0: Explorable Generative 3D Worlds

ASGuard: Activation-Scaling Guard to Mitigate Targeted Jailbreaking Attack

Towards Autonomous Mechanistic Reasoning in Virtual Cells

UI-Copilot: Advancing Long-Horizon GUI Automation via Tool-Integrated Policy Optimization

RoboLab: A High-Fidelity Simulation Benchmark for Analysis of Task Generalist Policies

SpatialEvo: Self-Evolving Spatial Intelligence via Deterministic Geometric Environments

AgentSPEX: An Agent SPecification and EXecution Language

Free Geometry: Refining 3D Reconstruction from Longer Versions of Itself

ROSE: Retrieval-Oriented Segmentation Enhancement

TREX: Automating LLM Fine-tuning via Agent-Driven Tree-based Exploration

OccuBench: Evaluating AI Agents on Real-World Professional Tasks via Language Environment Simulation

MERRIN: A Benchmark for Multimodal Evidence Retrieval and Reasoning in Noisy Web Environments

Cross-Tokenizer LLM Distillation through a Byte-Level Interface

Representations Before Pixels: Semantics-Guided Hierarchical Video Prediction

Self-Evolving LLM Memory Extraction Across Heterogeneous Tasks

Self-Distillation Zero: Self-Revision Turns Binary Rewards into Dense Supervision

Domain-Specific Latent Representations Improve the Fidelity of Diffusion-Based Medical Image Super-Resolution

Learning Versatile Humanoid Manipulation with Touch Dreaming