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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60,661 to 60,720 of 61,222

SANA-Video 2.0: Hybrid Linear Attention with Attention Residuals for Efficient Video Generation
Junsong Chen, Jincheng Yu, Yitong Li +11
cs.CVarXiv:2607.21553v12026
Temporal-Distance JEPA: Plan-Aware Representation Learning for Latent World Model Predictive Control
Jiaxin Bai, Jiaxuan Xiong
cs.CLcs.ROarXiv:2607.25337v22026
O-VAD: Industrial Video Anomaly Detection through Object-Centric Tracking and Reasoning
Mei Yuan, Qi Long, Qifeng Wu +5
cs.CVcs.AIcs.CLarXiv:2607.18142v12026
TILT: Improving Compositional Generation in Diffusion Models with a Model-Intrinsic Reward
Debottam Dutta, Jaehoon Hahm, Jianchong Chen +1
cs.AIarXiv:2607.21606v12026
Where Quality Breaks in Compressed Short-Text Generation: Staged Bottleneck Localization
Alexey Gavrilov, Alan-Barsag Gazzaev, Sergey Muravyov
cs.CLcs.LGarXiv:2607.24176v12026
Robostral Navigate
Abdelaziz Bounhar, Abhijeet Somani, Aditi Kabra +273
cs.ROcs.AIarXiv:2607.20785v32026
GLI-AL: A Multi-Modal Glioma MRI Label Resource with Unified Anatomy-Lesion Labels
Xingyu Xiang, Shuang Hao, Fan Wang +2
cs.CVarXiv:2607.22135v22026
OpenForgeRL: Train Harness-native Agents in Any Environment
Xiao Yu, Baolin Peng, Ruize Xu +7
cs.AIcs.CLarXiv:2607.21557v32026
A Frozen 12B Beats Frontier Models on Verified Work: 100% Accuracy, 0 Tokens, Bit-Exact, Forever
Sietse Schelpe
cs.CLcs.AIcs.IRarXiv:2607.23806v12026
Fairness Pruning: Locating Demographic Bias in GLU-MLP Layers via Differential Activations
Pere Martra, Eugenio Martínez Cámara, Alfonso Ureña López
cs.CLcs.CYcs.LGarXiv:2607.28319v12026
H$^2$SD: Hybrid Hindsight Self-Distillation
Qiye Cai, Yichuan Ma, Peiji Li +6
cs.LGcs.CLarXiv:2607.18955v42026
WorldDiT: A Unified Diffusion Architecture for World and Action Modeling
Sen Wang, R. Gnana Praveen, Bidhan Roy +1
cs.LGcs.ROarXiv:2607.23909v22026
Where Should Optimizer State Live? Tiered State Allocation for Memory-Efficient Mixture-of-Experts Training
Nuemaan Malik
cs.LGcs.AIarXiv:2607.19058v22026
OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis
Zihan Li, Feiyang Liu, Dandan Shan +2
cs.CVcs.AIcs.LGarXiv:2607.25108v12026
UltraViT: Latency-Optimized On-device Vision Encoder for Large Vision-Language Models
Ioannis Maniadis Metaxas, Adrian Bulat, Alberto Baldrati +4
cs.CVarXiv:2607.23373v12026
LLM-as-a-Coach: Experiential Learning for Non-Verifiable Tasks
Tianzhu Ye, Li Dong, Guanheng Chen +4
cs.LGcs.CLarXiv:2607.18110v12026
Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model
Markus J. Buehler
cs.AIcond-mat.mes-hallcond-mat.mtrl-sciarXiv:2607.20058v12026
LAMAR: An Open Language-Aware Multilingual Alignment Reranker
Seongtae Hong, Youngjoon Jang, Jungseob Lee +2
cs.IRarXiv:2607.22042v22026
SecRespond: Benchmarking AI Agents for Real-World Post-Compromise Incident Response
Lehan Wang, Boli Chen, Ruixue Ding +7
cs.CRcs.AIcs.CLarXiv:2607.26791v12026
Streaming Multi-Agent Autoregressive Diffusion Model with World State Registers
Sicheng Mo, Yuheng Li, Ziyang Leng +2
cs.CVarXiv:2607.21594v12026
Oxygen-TryOn: Fashion-Native Foundation Model for Any-item Virtual Try-On
Yong Liu, Xiaolong Fu, Zihang Xu +10
cs.CVarXiv:2607.21694v12026
Distilled Reinforcement Learning for LLM Post-training
Chen Wang, Zhaochun Li, Jionghao Bai +4
cs.LGcs.AIarXiv:2607.17247v12026
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
Leveraging External Knowledge for Historical Document Restoration via Retrieval-Augmented Large Language Models
Gabeen Kim, Kyeongpil Kang
cs.CLarXiv:2607.21936v12026
Not All Tokens Deserve Equal Credit: Counterfactual Sensitivity Credit Reallocation for Long-CoT Reasoning
Qiangqiang He, Zhongheng Wu, ZiJian Wang
cs.AIarXiv:2607.27888v12026
CriPO: Enhancing Rubric-based RL via Self-Distillation
Mingxuan Xia, Yuhang Yang, Chao Ye +7
cs.LGcs.AIarXiv:2607.18082v32026
ShotPlan: Cinematic Video Generation with Learnable Planning Token
Su Guo, Guangce Liu, Haosen Yang +7
cs.CVarXiv:2607.17675v12026
WorldCupArena: Fine-Grained Evaluation of Language Models and Deep-Research Agents on Football Forecasting
Zhaokai Wang, Tianlin Gui, Jiayuan Rao +3
cs.AIcs.CLcs.LGarXiv:2607.18084v12026
DocOps: A Verifiable Benchmark for Autonomous Agents in Complex Document Operations
Jiazhen Jiang, Boxi Cao, Lingyong Yan +6
cs.AIcs.CLcs.LGarXiv:2607.19865v12026
AutoIndex: Learning Representation Programs for Retrieval
Sam O'Nuallain, Nithya Rajkumar, Ramya Narayanasamy +3
cs.IRcs.AIcs.CLarXiv:2607.18603v12026
Would You Walk to the Car Wash? Revealing the Salience Bias of Large Language Models in Commonsense Reasoning
Zheng Wu, Chenhao Xue, Shijie Zheng +3
cs.CLarXiv:2607.28478v12026
Beyond Feeling Better: Capability-Sustaining Emotional Dialogue as a Longitudinal Research Paradigm
Ming Wang, Jiaqi Wu Young, Wenfang Wu +2
cs.CLcs.HCcs.SIarXiv:2607.27851v12026
Codifying the Judge: Scalable Evaluation via Program Distillation
Tzu-Heng Huang, Shengqi Qiu, Frederic Sala
cs.AIcs.LGarXiv:2607.22561v12026
OmniDelta: Skill-Driven Budget Allocation for Token Compression in OmniLLMs
Haoyang Huang, Wenjie Huang, Tianqi Xu +14
cs.AIarXiv:2607.25669v12026
Towards Robust Reinforcement Learning for Small-Scale Language Model Agents
Md Rezwanul Haque, Md. Milon Islam, Fakhri Karray
cs.AIcs.CLcs.LGarXiv:2607.25091v12026
DataPrep-Bench: Benchmarking LLMs as Training Data Preparators
Hao Liang, Qifeng Cai, Yibo Lin +11
cs.LGcs.CLarXiv:2607.20465v12026
SceneActBench: Can Agents Act on the 3D Scenes They See?
Yifei Zhao, Xiangxin Zhou, Wenhao Yang +11
cs.AIcs.CVarXiv:2607.22393v12026
dRAE: Representation Autoencoder with Hyper-Spherical Codes
Tianren Ma, Lin Long, Chuyan Chen +4
cs.CVcs.AIarXiv:2607.22148v12026
Scaling Laws for Hypernetwork-Based Knowledge Injection in Large Language Models
Nischay Dhankhar, Dos Baha, Abulhair Saparov
cs.CLcs.LGarXiv:2607.19604v12026
Scaling Native Multimodal Pre-Training From Scratch
Haoyuan Wu, Aoqi Wu, Hai Wang +3
cs.CLcs.CVarXiv:2607.22043v12026
Mapping CVEs to MITRE ATT&CK Techniques: A Curated Gold-Set Classifier and the Limits of LLM-Assisted Label Expansion
Cédric Bonhomme, Alexandre Dulaunoy
cs.CRarXiv:2607.25572v12026
One Future, Every Robot: Label-Efficient Collective-State Prediction with Decentralized JEPA
Alan-Barsag Gazzaev, Alexey Gavrilov, Sergey Muravyov
cs.ROarXiv:2607.28443v32026
TRACE: Business Rule-Grounded Reasoning Curriculum for Knowledge-Preserving Parametric Tool Retrieval in Enterprise LLMs
Sai Shruthi Sistla, Ashutosh Hathidara, Christopher Toukmaji +2
cs.AIarXiv:2607.22639v12026
LEDGERMIND: Provenance-Constrained Multimodal Agentic Reasoning with a Structured Evidence Ledger
Enjun Du, Hange Zhou, Chenxu Du +4
cs.LGarXiv:2607.28374v12026
CORAL: Curriculum-Optimized Reward Adaptation for LiDAR-Based Goal-Directed Urban Driving
Anisa Saleem, Duksu Kim
cs.ROcs.LGarXiv:2608.14332v12026
Mage-Flow: An Efficient Native-Resolution Foundation Model for Image Generation and Editing
Xinjie Zhang, Peng Zhang, Shicheng Zheng +21
cs.CVcs.AIcs.LGarXiv:2607.19064v22026
Safeguards Based on Copyable Context Cannot Provide Reliable Safety for LLMs
Pingyu Wu, Lingyao Zhu, Weiming Zhang +1
cs.CRcs.AIarXiv:2607.27951v12026
Grading the Narrators: An Isnad-Rijal Framework for Claim-Level Provenance in Multi-Agent Knowledge Systems
Ali Zahid Raja
cs.AIcs.MAarXiv:2607.24117v12026
StealthBench: Measuring Operational Stealth in Autonomous Offensive-Security Agents
Ads Dawson, Adrian Wood
cs.CRcs.AIarXiv:2607.26314v12026
Chamaileon: Cross-Context Binder Design with Contextualized Modeling and Mixed Sampling
Hengyuan Cao, Shizhuo Cheng, Mingxuan Liu +5
cs.LGq-bio.BMarXiv:2607.23518v12026
GPT-Red: Automated Red Teaming via Self-Play at Scale
Eric Wallace, Christopher A. Choquette-Choo, Nikhil Kandpal +15
cs.CRcs.AIcs.CLarXiv:2607.26115v12026
StateAct: Program State, before Pixels, for Long-Horizon Computer-Use Agents
Yan Yang, Xiangru Jian, Ziyang Luo +7
cs.SEcs.CVarXiv:2607.22798v12026
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers
Maohua Li, Qirui Li, Yanke Zhou +10
cs.CVarXiv:2607.19139v22026
Filesystem-Based Memory for LLM Agents: Organization, Evolution, and Sustainability
Sizhe Zhou, Sheldon Yu, Hui Wei +8
cs.CLcs.AIarXiv:2607.26637v12026
IDEAgent: Agentic Quality-Diversity Search for Research Idea Generation
Varun Gumma, Navonil Majumder, Soumitra Sinhahajari +1
cs.AIarXiv:2607.22375v12026
Wonder: Video World Model Done Better
Jiacong Xu, Hanwen Jiang, Zhixin Shu +3
cs.CVcs.GRarXiv:2607.26037v12026
Self-Supervised Learning of Structured Dynamics from Videos
Lukas Knobel, Andrew Zisserman, Yuki M. Asano
cs.CVarXiv:2607.21576v12026
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
RynnBrain 1.1: Towards More Capable and Generalizable Embodied Foundation Model
Kehan Li, Bohan Hou, Minghao Zhu +28
cs.ROarXiv:2607.17977v22026
PerceptionBench: Evaluating Atomic Visual Perception in Multimodal Large Language Models
Zichao Lin, Yifeng Xie, Bowen Qu +30
cs.CVarXiv:2607.24957v12026

Every paper with a summary

SANA-Video 2.0: Hybrid Linear Attention with Attention Residuals for Efficient Video Generation

Temporal-Distance JEPA: Plan-Aware Representation Learning for Latent World Model Predictive Control

O-VAD: Industrial Video Anomaly Detection through Object-Centric Tracking and Reasoning

TILT: Improving Compositional Generation in Diffusion Models with a Model-Intrinsic Reward

Where Quality Breaks in Compressed Short-Text Generation: Staged Bottleneck Localization

Robostral Navigate

GLI-AL: A Multi-Modal Glioma MRI Label Resource with Unified Anatomy-Lesion Labels

OpenForgeRL: Train Harness-native Agents in Any Environment

A Frozen 12B Beats Frontier Models on Verified Work: 100% Accuracy, 0 Tokens, Bit-Exact, Forever

Fairness Pruning: Locating Demographic Bias in GLU-MLP Layers via Differential Activations

H$^2$SD: Hybrid Hindsight Self-Distillation

WorldDiT: A Unified Diffusion Architecture for World and Action Modeling

Where Should Optimizer State Live? Tiered State Allocation for Memory-Efficient Mixture-of-Experts Training

OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis

UltraViT: Latency-Optimized On-device Vision Encoder for Large Vision-Language Models

LLM-as-a-Coach: Experiential Learning for Non-Verifiable Tasks

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model

LAMAR: An Open Language-Aware Multilingual Alignment Reranker

SecRespond: Benchmarking AI Agents for Real-World Post-Compromise Incident Response

Streaming Multi-Agent Autoregressive Diffusion Model with World State Registers

Oxygen-TryOn: Fashion-Native Foundation Model for Any-item Virtual Try-On

Distilled Reinforcement Learning for LLM Post-training

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

Leveraging External Knowledge for Historical Document Restoration via Retrieval-Augmented Large Language Models

Not All Tokens Deserve Equal Credit: Counterfactual Sensitivity Credit Reallocation for Long-CoT Reasoning

CriPO: Enhancing Rubric-based RL via Self-Distillation

ShotPlan: Cinematic Video Generation with Learnable Planning Token

WorldCupArena: Fine-Grained Evaluation of Language Models and Deep-Research Agents on Football Forecasting

DocOps: A Verifiable Benchmark for Autonomous Agents in Complex Document Operations

AutoIndex: Learning Representation Programs for Retrieval

Would You Walk to the Car Wash? Revealing the Salience Bias of Large Language Models in Commonsense Reasoning

Beyond Feeling Better: Capability-Sustaining Emotional Dialogue as a Longitudinal Research Paradigm

Codifying the Judge: Scalable Evaluation via Program Distillation

OmniDelta: Skill-Driven Budget Allocation for Token Compression in OmniLLMs

Towards Robust Reinforcement Learning for Small-Scale Language Model Agents

DataPrep-Bench: Benchmarking LLMs as Training Data Preparators

SceneActBench: Can Agents Act on the 3D Scenes They See?

dRAE: Representation Autoencoder with Hyper-Spherical Codes

Scaling Laws for Hypernetwork-Based Knowledge Injection in Large Language Models

Scaling Native Multimodal Pre-Training From Scratch

Mapping CVEs to MITRE ATT&CK Techniques: A Curated Gold-Set Classifier and the Limits of LLM-Assisted Label Expansion

One Future, Every Robot: Label-Efficient Collective-State Prediction with Decentralized JEPA

TRACE: Business Rule-Grounded Reasoning Curriculum for Knowledge-Preserving Parametric Tool Retrieval in Enterprise LLMs

LEDGERMIND: Provenance-Constrained Multimodal Agentic Reasoning with a Structured Evidence Ledger

CORAL: Curriculum-Optimized Reward Adaptation for LiDAR-Based Goal-Directed Urban Driving

Mage-Flow: An Efficient Native-Resolution Foundation Model for Image Generation and Editing

Safeguards Based on Copyable Context Cannot Provide Reliable Safety for LLMs

Grading the Narrators: An Isnad-Rijal Framework for Claim-Level Provenance in Multi-Agent Knowledge Systems

StealthBench: Measuring Operational Stealth in Autonomous Offensive-Security Agents

Chamaileon: Cross-Context Binder Design with Contextualized Modeling and Mixed Sampling

GPT-Red: Automated Red Teaming via Self-Play at Scale

StateAct: Program State, before Pixels, for Long-Horizon Computer-Use Agents

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers

Filesystem-Based Memory for LLM Agents: Organization, Evolution, and Sustainability

IDEAgent: Agentic Quality-Diversity Search for Research Idea Generation

Wonder: Video World Model Done Better

Self-Supervised Learning of Structured Dynamics from Videos

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

RynnBrain 1.1: Towards More Capable and Generalizable Embodied Foundation Model

PerceptionBench: Evaluating Atomic Visual Perception in Multimodal Large Language Models