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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106,021 to 106,073 of 106,073

Toto 2.0: Time Series Forecasting Enters the Scaling Era
Emaad Khwaja, Chris Lettieri, Gerald Woo +10
cs.LGcs.AIarXiv:2605.20119v22026
The Benchmark Trap: Structures of Power and Injustice in AI Evaluations
Jason Branford, Angelie Kraft
cs.AIcs.CYarXiv:2608.15326v12026
FZ-VLM: A Two Stage Florence-Zephyr Vision Language Model Framework for Pulmonary Nodule Characterization and Clinical Decision Making
Pramit Dutta, Jenita Manokaran, Richa Mittal +2
cs.CVcs.AIarXiv:2608.15004v12026
Generate, Filter, Control, Replay: A Comprehensive Survey of Rollout Strategies for LLM Reinforcement Learning
Rohan Surana, Gagan Mundada, Xunyi Jiang +19
cs.LGarXiv:2605.02913v12026
Leveraging Verifier-Based Reinforcement Learning in Image Editing
Hanzhong Guo, Jie Wu, Jie Liu +6
cs.CVarXiv:2604.27505v22026
Listen, Reason, and Segment: Aligning LALMs with Editorial Judgment for Media Chapterization
Tony Alex, Wish Suharitdamrong, Sara Atito +5
cs.SDcs.AIcs.CLarXiv:2608.16539v12026
StepAudio 2.5 Technical Report
Bin Lin, Bo Zhao, Boyong Wu +98
eess.ASarXiv:2605.23463v12026
Audio-Visual Segmentation via Depth-Guided Collaborative Modeling
Zhaojin Fu, Yuyang Hong, Qi Yang +4
cs.CVcs.AIarXiv:2608.16285v12026
Rewrite Once, Validate Anywhere: Producing OWL-Aware SHACL Constraints (Extended Version)
Anouk Oudshoorn, Piotr Gorczyca, Dörthe Arndt
cs.LOcs.AIarXiv:2608.14104v12026
Useful Memories Become Faulty When Continuously Updated by LLMs
Dylan Zhang, Yanshan Lin, Zhengkun Wu +4
cs.AIarXiv:2605.12978v12026
LongRCA Bench: Diagnosing Responsible Roles and Root Causes in Long-Horizon Agent Failures
Yunfei Zhang, Boyu Feng, Changhua Pei +14
cs.AIcs.SEarXiv:2608.15242v12026
Understanding Cognition-Induced Risks in Agentic AI Systems
Guanchu Wang, Qinuo Li, Mengnan Du +2
cs.AIarXiv:2608.15304v12026
A Metric Learning Reality Check
Kevin Musgrave, Serge Belongie, Ser-Nam Lim
cs.CVarXiv:2003.08505v32020
Summaries:한국어
Do AI chatbots find what experts would? Effects of model, user role, and sample size on study retrieval for medical questions
Qingfang Liu, Qiao Jin, Joe D. Menke +2
cs.IRcs.AIcs.CLarXiv:2608.13786v12026
Qwen-VLA: Unifying Vision-Language-Action Modeling across Tasks, Environments, and Robot Embodiments
Qiuyue Wang, Mingsheng Li, Jian Guan +37
cs.ROcs.AIcs.CLarXiv:2605.30280v22026
minWM: A Full-Stack Open-Source Framework for Real-Time Interactive Video World Models
Min Zhao, Hongzhou Zhu, Bokai Yan +9
cs.CVarXiv:2605.30263v12026
SkillOpt: Executive Strategy for Self-Evolving Agent Skills
Yifan Yang, Ziyang Gong, Weiquan Huang +12
cs.AIcs.CLarXiv:2605.23904v22026
Towards Automating Scientific Review with Google's Paper Assistant Tool
Rajesh Jayaram, Drew Tyler, David Woodruff +4
cs.LGcs.AIcs.CLarXiv:2606.28277v12026
ZooClaw-FashionSigLIP2: Distilled Fine-tuning for Robust Fashion Retrieval
Siqiao Xue, Chunxue Xu
cs.CVarXiv:2606.27708v12026
ReFreeKV: Towards Threshold-Free KV Cache Compression
Xuanfan Ni, Liyan Xu, Chenyang Lyu +6
cs.CLcs.AIcs.LGarXiv:2502.16886v42025
GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks
Kaiyuan Chen, Shuangyu Xie, Letian Fu +21
cs.ROcs.AIcs.CLarXiv:2607.05369v12026
LightMem-Ego: Your AI Memory for Everyday Life
Yijun Chen, Boyi Xiao, Yixian Zhao +10
cs.CLcs.AIcs.CVarXiv:2607.11487v12026
Read It Back: Pretrained MLLMs Are Zero-Shot Reward Models for Text-to-Image Generation
Runhui Huang, Qihui Zhang, Zhe Liu +3
cs.CVarXiv:2607.11886v12026
Know Before Fix: QA-Driven Repository Knowledge Acquisition for Software Issue Resolution
Haotian Lin, Silin Chen, Xiaodong Gu +8
cs.SEarXiv:2607.11111v12026
AsySplat: Efficient Asymmetric 3D Gaussian Splatting for Long-Sequence Scene Modeling
Yingji Zhong, Dave Zhenyu Chen, Fuzhao Ou +4
cs.CVarXiv:2607.10995v12026
AffectFlow-DINO: Uncertainty-Aware Multi-Task Affect Estimation via Conditional Rectified Flow
Salah Eddine Bekhouche, Abdellah Zakaria Sellam, Fadi Dornaika +1
cs.CVarXiv:2607.13250v12026
When Does Muon Help Agentic Reinforcement Learning?
Kai Ruan, Jinghao Lin, Zihe Huang +4
cs.LGcs.AIarXiv:2607.16169v42026
Dual Latent Memory in Vision-Language-Action Models for Robotic Manipulation
Hongyu Qu, Jianzhe Gao, Xiaobin Hu +6
cs.ROcs.CVarXiv:2607.07608v12026
RxBrain: Embodied Cognition Foundation Model with Joint Language-Visual Reasoning and Imagination
Haotian Liang, Mingkang Chen, Yufei Huang +27
cs.AIcs.ROarXiv:2607.14187v12026
Ontology-Grounded Project Memory for Coding Agents
James Adam
cs.AIcs.SEarXiv:2608.13662v12026
Tencent WorkBuddy Bench: A Multi-Domain Coding-Agent Benchmark with Contamination-Resistant Task Construction
Tencent WorkBuddy Bench Team, Siqi Cai, Shaopeng Chen +35
cs.CLcs.SEarXiv:2607.20911v12026
Human-in-the-Loop Signature Bootstrapping for UAV Hyperspectral PFM-1 Mine Detection
Sagar Lekhak, Prasanna Reddy Pulakurthi, Emmett J. Ientilucci
cs.CVeess.IVarXiv:2607.25310v12026
You Only Pass Once: Answering and Abstaining Together in a Single Forward Pass of a Frozen Language Model
Ziyang Luo, Zhongyao Chu, Xinjie He +4
cs.CLcs.LGarXiv:2608.14465v12026
Progress Reward Modeling for Robotic Learning: A Comprehensive Survey
Jianshu Zhang, Keliang Wu, Haoran Lu +8
cs.ROcs.CLarXiv:2607.21655v12026
Ensuring Safe Physical AI in Urban Mobility via Hazard-Informed Synthesized Envelopes
Alexei Odinokov, Rostislav Yavorskiy
cs.ROcs.AIarXiv:2608.14481v12026
A Vocabulary for Multi-Agent Automated Research Systems
Bardiya Akhbari
cs.AIcs.LGcs.MAarXiv:2607.22682v12026
An Exam for Active Observers
Jiarui Zhang, Muzi Tao, Shangshang Wang +3
cs.CVcs.AIcs.CLarXiv:2607.16165v12026
LLMs Don't Pay for the Jump
Paras Balani, Subhrakanta Panda
cs.AIcs.CLarXiv:2608.14397v12026
Evaluating Agentic Learning Harness Capabilities Without Labels via the Scaling Hypothesis
Aryan Luthra, Kshitij Jain, Siddharth Arya +2
cs.AIcs.CRcs.LGarXiv:2608.13608v12026
Exploring ESC Winners with Nested Diagrams
Anurag Sharma, Marcel Nöhre, Gerd Stumme
cs.AIarXiv:2608.13630v12026
GEOID-Flood: A Large-Scale Multi-Modal Benchmark Dataset for Flood Segmentation
Gaetano Chiriaco, Luca Barco, Andrea Bragagnolo +2
cs.CVarXiv:2608.02315v12026
When Privileged Guidance Misaligns: State-Matched Routing and Contextualized Self-Distillation for Multi-Turn Agents
Junzhuo Liu, Weiwei Li, Jun Ling +1
cs.AIarXiv:2608.05219v12026
Roomer: Reflective Object-Grounded Model Editing and Repair for 3D Indoor Layout Synthesis
Lingwei Dang, Ziyan Qiu, Jiajia Cheng +9
cs.ROcs.CVarXiv:2608.01973v12026
Agents Catching Agents: Shortcut Cascades and Benchmark Gaming in Clinical Multi-Agent Systems
Sebastián Andrés Cajas Ordóñez, Agastya Munnangi, Aldo Marzullo +13
cs.AIarXiv:2608.03744v12026
Batch-wise Adaptive Pruning: Periodic Neuron Activation-Aware Weight Pruning for Language Reasoning Model
Yongmin Kim, Shota Takashiro, Yusuke Iwasawa +2
cs.CLarXiv:2608.14003v12026
Fine-Tuning Qwen3-27B for C-to-Rust Code Translation: A Three-Stage Curriculum of Pretraining, Debugging-Aware SFT, and Task-Specific SFT
Pu Zhao, Changdi Yang, Yixiao Chen +4
cs.SEcs.AIcs.ETarXiv:2608.13681v12026
Self-Evolving Coding Agents
Hao Zhou, Haichuan Hu, Ye Shang +1
cs.SEarXiv:2608.03392v12026
ToolArtist: Tool-Using Unified Multimodal Models for Agentic Image Generation
Jiahao Zhao, Xiaomin Yu, Zhongxiang Sun +5
cs.CVarXiv:2608.04436v12026
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction
Jiahao Huang, Zheng Lian, Jingyi Zhang +3
cs.HCarXiv:2608.06013v12026
Mind the Long Tail: Understanding the Difficulty of Delay Detection in Business Processes
Keyvan Amiri Elyasi, Lukas Kirchdorfer, Heiner Stuckenschmidt
cs.LGcs.AIarXiv:2608.14367v12026
HERMES: a multi-agent framework for structured knowledge extraction from ultra-long documents in geoscience
Ziqi Song, Zongyuan Xiang, James G. Ogg +12
cs.CLarXiv:2608.14055v12026
Context Aware AI Assistant and AR Interface for Lunar Extravehicular Activity (EVA) Procedural Guidance
Rodrigo Gallardo, Qilmeg Doudatcz, Ganit Goldstein +7
cs.HCcs.AIarXiv:2608.13589v12026
Summaries:한국어
Are We Ready For An Agent-Native Memory System?
Wei Zhou, Xuanhe Zhou, Shaokun Han +5
cs.CLcs.DBcs.IRarXiv:2606.24775v12026

Every paper with a summary

Toto 2.0: Time Series Forecasting Enters the Scaling Era

The Benchmark Trap: Structures of Power and Injustice in AI Evaluations

FZ-VLM: A Two Stage Florence-Zephyr Vision Language Model Framework for Pulmonary Nodule Characterization and Clinical Decision Making

Generate, Filter, Control, Replay: A Comprehensive Survey of Rollout Strategies for LLM Reinforcement Learning

Leveraging Verifier-Based Reinforcement Learning in Image Editing

Listen, Reason, and Segment: Aligning LALMs with Editorial Judgment for Media Chapterization

StepAudio 2.5 Technical Report

Audio-Visual Segmentation via Depth-Guided Collaborative Modeling

Rewrite Once, Validate Anywhere: Producing OWL-Aware SHACL Constraints (Extended Version)

Useful Memories Become Faulty When Continuously Updated by LLMs

LongRCA Bench: Diagnosing Responsible Roles and Root Causes in Long-Horizon Agent Failures

Understanding Cognition-Induced Risks in Agentic AI Systems

A Metric Learning Reality Check

Do AI chatbots find what experts would? Effects of model, user role, and sample size on study retrieval for medical questions

Qwen-VLA: Unifying Vision-Language-Action Modeling across Tasks, Environments, and Robot Embodiments

minWM: A Full-Stack Open-Source Framework for Real-Time Interactive Video World Models

SkillOpt: Executive Strategy for Self-Evolving Agent Skills

Towards Automating Scientific Review with Google's Paper Assistant Tool

ZooClaw-FashionSigLIP2: Distilled Fine-tuning for Robust Fashion Retrieval

ReFreeKV: Towards Threshold-Free KV Cache Compression

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks

LightMem-Ego: Your AI Memory for Everyday Life

Read It Back: Pretrained MLLMs Are Zero-Shot Reward Models for Text-to-Image Generation

Know Before Fix: QA-Driven Repository Knowledge Acquisition for Software Issue Resolution

AsySplat: Efficient Asymmetric 3D Gaussian Splatting for Long-Sequence Scene Modeling

AffectFlow-DINO: Uncertainty-Aware Multi-Task Affect Estimation via Conditional Rectified Flow

When Does Muon Help Agentic Reinforcement Learning?

Dual Latent Memory in Vision-Language-Action Models for Robotic Manipulation

RxBrain: Embodied Cognition Foundation Model with Joint Language-Visual Reasoning and Imagination

Ontology-Grounded Project Memory for Coding Agents

Tencent WorkBuddy Bench: A Multi-Domain Coding-Agent Benchmark with Contamination-Resistant Task Construction

Human-in-the-Loop Signature Bootstrapping for UAV Hyperspectral PFM-1 Mine Detection

You Only Pass Once: Answering and Abstaining Together in a Single Forward Pass of a Frozen Language Model

Progress Reward Modeling for Robotic Learning: A Comprehensive Survey

Ensuring Safe Physical AI in Urban Mobility via Hazard-Informed Synthesized Envelopes

A Vocabulary for Multi-Agent Automated Research Systems

An Exam for Active Observers

LLMs Don't Pay for the Jump

Evaluating Agentic Learning Harness Capabilities Without Labels via the Scaling Hypothesis

Exploring ESC Winners with Nested Diagrams

GEOID-Flood: A Large-Scale Multi-Modal Benchmark Dataset for Flood Segmentation

When Privileged Guidance Misaligns: State-Matched Routing and Contextualized Self-Distillation for Multi-Turn Agents

Roomer: Reflective Object-Grounded Model Editing and Repair for 3D Indoor Layout Synthesis

Agents Catching Agents: Shortcut Cascades and Benchmark Gaming in Clinical Multi-Agent Systems

Batch-wise Adaptive Pruning: Periodic Neuron Activation-Aware Weight Pruning for Language Reasoning Model

Fine-Tuning Qwen3-27B for C-to-Rust Code Translation: A Three-Stage Curriculum of Pretraining, Debugging-Aware SFT, and Task-Specific SFT

Self-Evolving Coding Agents

ToolArtist: Tool-Using Unified Multimodal Models for Agentic Image Generation

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction

Mind the Long Tail: Understanding the Difficulty of Delay Detection in Business Processes

HERMES: a multi-agent framework for structured knowledge extraction from ultra-long documents in geoscience

Context Aware AI Assistant and AR Interface for Lunar Extravehicular Activity (EVA) Procedural Guidance

Are We Ready For An Agent-Native Memory System?