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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24,421 to 24,480 of 61,393

Multi-Resolution Flow Matching: Training-Free Diffusion Acceleration via Staged Sampling
Xingyu Zheng, Xianglong Liu, Yifu Ding +4
cs.CVarXiv:2607.01642v12026
Summaries:한국어
MultAttnAttrib: Training-Free Multimodal Attribution in Long Document Question Answering
Dang Quang Thien Tran, Quang V. Dang, Vinamra Tyagi +7
cs.CLcs.AIcs.CVarXiv:2607.01420v32026
Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning
Hongxing Li, Xiufeng Huang, Dingming Li +11
cs.CVarXiv:2607.01191v12026
SpheRoPE: Zero-Shot Optimization-Free 360 Panorama Generation with Spherical RoPE
Or Hirschorn, Aaron Olender, Eli Alshan +3
cs.CVarXiv:2606.32033v12026
Multimodal Continuous Reasoning via Asymmetric Mutual Variational Learning
Shijie Li, Yilin Gao, Siyuan Yang +7
cs.CVarXiv:2607.00461v12026
AutoTrainess: Teaching Language Models to Improve Language Models Autonomously
Zhaojian Yu, Penghao Yin, Shuzheng Gao +3
cs.CLarXiv:2606.31551v12026
Coverage Characterization of STAR-RIS Networks: NOMA and OMA
Chenyu Wu, Yuanwei Liu, Xidong Mu +2
eess.SParXiv:2104.10006v12021
MuSViT: A Foundation Vision Model for Sheet Music Representation
Carlos Penarrubia, Antonio Rios-Vila, Eliseo Fuentes-Martinez +4
cs.CVarXiv:2606.31811v12026
Xiaomi-GUI-0 Technical Report
Wanxia Cao, Chengzhen Duan, Pei Fu +29
cs.AIarXiv:2606.31410v22026
DataEvolver: Self-Evolving Multi-Agent Data Construction for Text-Rich Image Generation
Siyu Yan, Yizhen Gao, Yilin Wang +2
cs.CVcs.MAarXiv:2606.31537v12026
Physics-Informed Machine Learning: A Survey on Problems, Methods and Applications
Zhongkai Hao, Songming Liu, Yichi Zhang +4
cs.LGcs.AIcs.CVarXiv:2211.08064v22022
Measuring the Behavioral Fidelity of Long-Horizon Human Activity Simulations
Yi Fei Cheng, Fan Yang, Iremsu Bas +3
cs.AIarXiv:2609.01257v12026
Comprehensive Review of Deep Learning-Based 3D Point Cloud Completion Processing and Analysis
Ben Fei, Weidong Yang, Wenming Chen +5
cs.CVarXiv:2203.03311v32022
BlockPilot: Instance-Adaptive Policy Learning for Diffusion-based Speculative Decoding
Hao Zhang, Yiming Hu, Yong Wang +3
cs.CLarXiv:2606.31315v12026
FlexiSLM: A Dynamic and Controllable Frame Rate Spoken Language Model
Jiaqi Li, Chaoren Wang, Xiaohai Tian +9
cs.SDeess.ASarXiv:2606.31247v12026
Scaling the Horizon, Not the Parameters: Reaching Trillion-Parameter Performance with a 35B Agent
Lei Bai, Zongsheng Cao, Yang Chen +50
cs.CLarXiv:2606.30616v22026
DOPD: Dual On-policy Distillation
Xinlei Yu, Gen Li, Qingyi Si +13
cs.AIarXiv:2606.30626v12026
The Surprising Effectiveness of Video Diffusion Models for Hand Motion Reconstruction
Yuxi Wang, Chengkai Jin, Yufei Liu +6
cs.CVarXiv:2606.30308v22026
Summaries:한국어
PhotoQuilt: Training-Free Arbitrary-Resolution Photomosaics via Bootstrapped Tiled Denoising
Koorosh Roohi, Javad Rajabi, Andrew Fleet +1
cs.CVarXiv:2606.30968v12026
Training Language Models to Reason Efficiently
Daman Arora, Andrea Zanette
cs.LGcs.CLarXiv:2502.04463v42025
Morphing into Hybrid Attention Models
Disen Lan, Jianbin Zheng, Yuxi Ren +5
cs.CLarXiv:2606.30562v12026
Are We Measuring Strategy or Phrasing? The Gap Between Surface- and Approach-Level Diversity in LLM Math Reasoning
Sangmook Lee, Minbeom Kim, Jeonghye Kim +3
cs.CLarXiv:2606.29985v12026
Cross-lingual Annotation Projection for Semantic Roles
Sebastian Pado, Mirella Lapata
cs.CLarXiv:1401.5694v12014
Formalizing Latent Thoughts: Four Axioms of Thought Representation in LLMs
Fahd Seddik, Fatemeh Fard
cs.CLcs.LGarXiv:2606.27378v12026
Summaries:한국어
RESOURCE2SKILL: Distilling Executable Agent Skills from Human-Created Multimodal Resources
Yijia Fan, Zonglin Di, Zimo Wen +8
cs.SEcs.AIarXiv:2606.29538v42026
Summaries:한국어
The Mirage of Optimizing Training Policies: Monotonic Inference Policies as the Real Objective for LLM Reinforcement Learning
Jing Liang, Hongyao Tang, Yi Ma +9
cs.LGarXiv:2606.29526v12026
Multi-Block Diffusion Language Models
Yijie Jin, Jiajun Xu, Yuxuan Liu +8
cs.LGcs.CLarXiv:2606.29215v22026
Summaries:한국어
PIXELRAG: Web Screenshots Beat Text for Retrieval-Augmented Generation
Authors unavailable
arXiv:2606.28344v1
Summaries:한국어
Delayed Verification Destabilizes Multi-Agent LLM Belief: Instability Thresholds and Optimal Corrector Placement
Igor Itkin
cs.MAcs.CLcs.LGarXiv:2606.27409v12026
When Does Combining Language Models Help? A Co-Failure Ceiling on Routing, Voting, and Mixture-of-Agents Across 67 Frontier Models
Josef Chen
cs.AIcs.LGarXiv:2606.27288v12026
LiveEdit: Towards Real-Time Diffusion-Based Streaming Video Editing
Xinyu Wang, Chongbo Zhao, Fangneng Zhan +1
cs.CVarXiv:2606.26740v22026
OPID: On-Policy Skill Distillation for Agentic Reinforcement Learning
Shuo Yang, Jinyang Wu, Zhengxi Lu +8
cs.CLarXiv:2606.26790v12026
The Verification Horizon: No Silver Bullet for Coding Agent Rewards
Binghai Wang, Chenlong Zhang, Dayiheng Liu +10
cs.AIcs.CLarXiv:2606.26300v22026
Summaries:한국어
Why Multi-Step Tool-Use Reinforcement Learning Collapses and How Supervisory Signals Fix It
Yupu Hao, Zhuoran Jin, Huanxuan Liao +2
cs.CLcs.LGarXiv:2606.26027v12026
Autodata: An agentic data scientist to create high quality synthetic data
Ilia Kulikov, Chenxi Whitehouse, Tianhao Wu +12
cs.AIcs.CLcs.LGarXiv:2606.25996v32026
Summaries:한국어
Autodata: An agentic data scientist to create high quality synthetic data
Ilia Kulikov, Chenxi Whitehouse, Tianhao Wu +12
cs.AIcs.CLcs.LGarXiv:2606.25996v22026
Summaries:한국어
AgentOdyssey: Open-Ended Long-Horizon Text Game Generation for Test-Time Continual Learning Agents
Zheyuan Zhang, Zehao Wen, Alvin Zhang +4
cs.CLarXiv:2606.24893v12026
World Value Models for Robotic Manipulation
Zhihao Wang, Jianxiong Li, Yu Cui +4
cs.ROarXiv:2606.24742v12026
Wan-Streamer v0.1: End-to-end Real-time Interactive Foundation Models
Lianghua Huang, Zhi-Fan Wu, Wei Wang +22
cs.CVcs.AIcs.GRarXiv:2606.25041v32026
SOVER: Formal Certification of Optimization Reformulations via LLM-Assisted SMT Verification
Swapnil Bhattacharyya, Mayank Baranwal
cs.AIcs.LGmath.OCarXiv:2609.00728v12026
SkyReels-V2: Infinite-length Film Generative Model
Guibin Chen, Dixuan Lin, Jiangping Yang +22
cs.CVarXiv:2504.13074v32025
Tmax: A simple recipe for terminal agents
Hamish Ivison, Junjie Oscar Yin, Rulin Shao +3
cs.CLarXiv:2606.23321v12026
Summaries:한국어
On the Transfer of Information and Energy in Multi-User Systems
Ali Mohammad Fouladgar, Osvaldo Simeone
cs.ITarXiv:1210.6423v12012
PlanBench-XL: Evaluating Long-Horizon Planning of LLM Tool-Use Agents in Large-Scale Tool Ecosystems
Jiayu Liu, Qihan Lin, Cheng Qian +8
cs.AIcs.CLarXiv:2606.22388v12026
When Agents Commit Too Soon: Diagnosing Premature Commitment in LLM Agents
Aman Mehta
cs.AIarXiv:2606.22936v12026
KaLM-Reranker-V1: Fast but Not Late Interaction for Compressed Document Reranking
Xinping Zhao, Jiaxin Xu, Ziqi Dai +7
cs.CLarXiv:2606.22807v22026
Multi-LCB: Extending LiveCodeBench to Multiple Programming Languages
Maria Ivanova, Pavel Zadorozhny, Rodion Levichev +5
cs.AIcs.PLarXiv:2606.20517v12026
Discretizing Reward Models
Vijay Viswanathan, Shiqi Wang, Devamanyu Hazarika +4
cs.LGarXiv:2606.21795v12026
FlowBender: Feedback-Aware Training for Self-Correcting Conditional Flows
Daniel Gilo, Sven Elflein, Ido Sobol +1
cs.CVarXiv:2606.20404v12026
MobileForge: Annotation-Free Adaptation for Mobile GUI Agents with Hierarchical Feedback-Guided Policy Optimization
Guangyi Liu, Pengxiang Zhao, Gao Wu +9
cs.HCarXiv:2606.19930v22026
EventVLA: Event-Driven Visual Evidence Memory for Long-Horizon Vision-Language-Action Policies
Ganlin Yang, Zhangzheng Tu, Yuqiang Yang +10
cs.CVarXiv:2606.20092v22026
TurboServe: Serving Streaming Video Generation Efficiently and Economically
Youhe Jiang, Haoxu Wang, Haotong Bao +5
cs.DCarXiv:2606.19271v12026
When Does Trajectory-Level Supervision Permit Efficient Offline Reinforcement Learning?
Xuanfei Ren, Tengyang Xie
stat.MLcs.LGarXiv:2606.18531v12026
JetSpec: Breaking the Scaling Ceiling of Speculative Decoding with Parallel Tree Drafting
Lanxiang Hu, Zhaoxiang Feng, Yulun Wu +9
cs.CLarXiv:2606.18394v32026
RepSelect: Robust LLM Unlearning via Representation Selectivity
Filip Sondej, Yushi Yang, Adam Mahdi
cs.CLarXiv:2606.17168v22026
Understanding the Behaviors of Environment-aware Information Retrieval
Ruifeng Yuan, Chaohao Yuan, David Dai +4
cs.CLcs.IRarXiv:2606.16817v12026
CoffeeBench: Benchmarking Long-Horizon LLM Agents in Heterogeneous Multi-Agent Economies
Issa Sugiura, Daichi Hattori, Kazuo Araragi +5
cs.AIarXiv:2606.16613v12026
Summaries:한국어
BadWorld: Adversarial Attacks on World Models
Linghui Shen, Mingyue Cui, Xingyi Yang
cs.CVarXiv:2606.16519v12026
Rethinking the Role of Efficient Attention in Hybrid Architectures
Ziqing Qiao, Yinuo Xu, Chaojun Xiao +6
cs.CLcs.LGarXiv:2606.15378v12026
Who Should Lead Decoding Now? Tracking Reliable Trajectories for Ensembling Masked Diffusion Language Models
Heecheol Yun, Joonhyung Park, Joowon Kim +1
cs.CLcs.AIarXiv:2606.16281v12026

Every paper with a summary

Multi-Resolution Flow Matching: Training-Free Diffusion Acceleration via Staged Sampling

MultAttnAttrib: Training-Free Multimodal Attribution in Long Document Question Answering

Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning

SpheRoPE: Zero-Shot Optimization-Free 360 Panorama Generation with Spherical RoPE

Multimodal Continuous Reasoning via Asymmetric Mutual Variational Learning

AutoTrainess: Teaching Language Models to Improve Language Models Autonomously

Coverage Characterization of STAR-RIS Networks: NOMA and OMA

MuSViT: A Foundation Vision Model for Sheet Music Representation

Xiaomi-GUI-0 Technical Report

DataEvolver: Self-Evolving Multi-Agent Data Construction for Text-Rich Image Generation

Physics-Informed Machine Learning: A Survey on Problems, Methods and Applications

Measuring the Behavioral Fidelity of Long-Horizon Human Activity Simulations

Comprehensive Review of Deep Learning-Based 3D Point Cloud Completion Processing and Analysis

BlockPilot: Instance-Adaptive Policy Learning for Diffusion-based Speculative Decoding

FlexiSLM: A Dynamic and Controllable Frame Rate Spoken Language Model

Scaling the Horizon, Not the Parameters: Reaching Trillion-Parameter Performance with a 35B Agent

DOPD: Dual On-policy Distillation

The Surprising Effectiveness of Video Diffusion Models for Hand Motion Reconstruction

PhotoQuilt: Training-Free Arbitrary-Resolution Photomosaics via Bootstrapped Tiled Denoising

Training Language Models to Reason Efficiently

Morphing into Hybrid Attention Models

Are We Measuring Strategy or Phrasing? The Gap Between Surface- and Approach-Level Diversity in LLM Math Reasoning

Cross-lingual Annotation Projection for Semantic Roles

Formalizing Latent Thoughts: Four Axioms of Thought Representation in LLMs

RESOURCE2SKILL: Distilling Executable Agent Skills from Human-Created Multimodal Resources

The Mirage of Optimizing Training Policies: Monotonic Inference Policies as the Real Objective for LLM Reinforcement Learning

Multi-Block Diffusion Language Models

PIXELRAG: Web Screenshots Beat Text for Retrieval-Augmented Generation

Delayed Verification Destabilizes Multi-Agent LLM Belief: Instability Thresholds and Optimal Corrector Placement

When Does Combining Language Models Help? A Co-Failure Ceiling on Routing, Voting, and Mixture-of-Agents Across 67 Frontier Models

LiveEdit: Towards Real-Time Diffusion-Based Streaming Video Editing

OPID: On-Policy Skill Distillation for Agentic Reinforcement Learning

The Verification Horizon: No Silver Bullet for Coding Agent Rewards

Why Multi-Step Tool-Use Reinforcement Learning Collapses and How Supervisory Signals Fix It

Autodata: An agentic data scientist to create high quality synthetic data

Autodata: An agentic data scientist to create high quality synthetic data

AgentOdyssey: Open-Ended Long-Horizon Text Game Generation for Test-Time Continual Learning Agents

World Value Models for Robotic Manipulation

Wan-Streamer v0.1: End-to-end Real-time Interactive Foundation Models

SOVER: Formal Certification of Optimization Reformulations via LLM-Assisted SMT Verification

SkyReels-V2: Infinite-length Film Generative Model

Tmax: A simple recipe for terminal agents

On the Transfer of Information and Energy in Multi-User Systems

PlanBench-XL: Evaluating Long-Horizon Planning of LLM Tool-Use Agents in Large-Scale Tool Ecosystems

When Agents Commit Too Soon: Diagnosing Premature Commitment in LLM Agents

KaLM-Reranker-V1: Fast but Not Late Interaction for Compressed Document Reranking

Multi-LCB: Extending LiveCodeBench to Multiple Programming Languages

Discretizing Reward Models

FlowBender: Feedback-Aware Training for Self-Correcting Conditional Flows

MobileForge: Annotation-Free Adaptation for Mobile GUI Agents with Hierarchical Feedback-Guided Policy Optimization

EventVLA: Event-Driven Visual Evidence Memory for Long-Horizon Vision-Language-Action Policies

TurboServe: Serving Streaming Video Generation Efficiently and Economically

When Does Trajectory-Level Supervision Permit Efficient Offline Reinforcement Learning?

JetSpec: Breaking the Scaling Ceiling of Speculative Decoding with Parallel Tree Drafting

RepSelect: Robust LLM Unlearning via Representation Selectivity

Understanding the Behaviors of Environment-aware Information Retrieval

CoffeeBench: Benchmarking Long-Horizon LLM Agents in Heterogeneous Multi-Agent Economies

BadWorld: Adversarial Attacks on World Models

Rethinking the Role of Efficient Attention in Hybrid Architectures

Who Should Lead Decoding Now? Tracking Reliable Trajectories for Ensembling Masked Diffusion Language Models