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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13,741 to 13,800 of 61,193

Rethinking the Value of Multi-Agent Workflow: A Strong Single Agent Baseline
Jiawei Xu, Arief Koesdwiady, Sisong Bei +8
cs.MAcs.CLcs.LGarXiv:2601.12307v12026
Why Reasoning Fails to Plan: A Planning-Centric Analysis of Long-Horizon Decision Making in LLM Agents
Zehong Wang, Fang Wu, Hongru Wang +8
cs.AIcs.CLcs.LGarXiv:2601.22311v12026
GUI-GENESIS: Automated Synthesis of Efficient Environments with Verifiable Rewards for GUI Agent Post-Training
Yuan Cao, Dezhi Ran, Mengzhou Wu +9
cs.AIcs.LGarXiv:2602.14093v12026
M2A: Multimodal Memory Agent with Dual-Layer Hybrid Memory for Long-Term Personalized Interactions
Junyu Feng, Binxiao Xu, Jiayi Chen +8
cs.AIarXiv:2602.07624v12026
MEL: Coordinate-Preserving EEG Tokenization for fMRI Translation
Xiangyu Liu, Zeting Yan, Zhitong Yin +2
cs.LGarXiv:2608.29304v12026
Towards Better Generalization: Joint Depth-Pose Learning without PoseNet
Wang Zhao, Shaohui Liu, Yezhi Shu +1
cs.CVcs.ROarXiv:2004.01314v22020
Gappy probabilistic manifold decomposition for nonlinear field reconstruction
Qihan Feng, Jiaming Guo, Jiarun Meng +1
math.NAarXiv:2608.29014v12026
Learning to Match Features with Seeded Graph Matching Network
Hongkai Chen, Zixin Luo, Jiahui Zhang +5
cs.CVarXiv:2108.08771v12021
Learning What to Learn for Video Object Segmentation
Goutam Bhat, Felix Järemo Lawin, Martin Danelljan +4
cs.CVarXiv:2003.11540v22020
LightLDA: Big Topic Models on Modest Compute Clusters
Jinhui Yuan, Fei Gao, Qirong Ho +6
stat.MLcs.DCcs.IRarXiv:1412.1576v12014
AgentNoiseBench: Benchmarking Robustness of Tool-Using LLM Agents Under Noisy Condition
Ruipeng Wang, Yuxin Chen, Yukai Wang +9
cs.AIarXiv:2602.11348v22026
Nüwa: Mending the Spatial Integrity Torn by VLM Token Pruning
Yihong Huang, Fei Ma, Yihua Shao +4
cs.CVcs.AIcs.CLarXiv:2602.02951v12026
Free Speech and Artificial Intelligence
Etienne Brown
cs.CYcs.AIarXiv:2608.28973v12026
Tropical Geometry of Deep Neural Networks
Liwen Zhang, Gregory Naitzat, Lek-Heng Lim
cs.LGmath.AGstat.MLarXiv:1805.07091v12018
UCNN: Exploiting Computational Reuse in Deep Neural Networks via Weight Repetition
Kartik Hegde, Jiyong Yu, Rohit Agrawal +3
cs.NEcs.LGarXiv:1804.06508v12018
Sustained Heterogeneity: an emergent collective mechanism in LLM-driven traffic
Yujun Qi, Yangyang Guan
physics.soc-phcs.MAnlin.AOarXiv:2608.29174v12026
Transferability in Machine Learning for Electronic Structure via the Molecular Orbital Basis
Matthew Welborn, Lixue Cheng, Thomas F. Miller
physics.chem-pharXiv:1806.00133v22018
Matcher: Segment Anything with One Shot Using All-Purpose Feature Matching
Yang Liu, Muzhi Zhu, Hengtao Li +3
cs.CVarXiv:2305.13310v22023
How are AI agents used? Evidence from 177,000 MCP tools
Merlin Stein
cs.CYarXiv:2603.23802v12026
Not the Same Protector: Deployment-Dependent Protective Intervention in LLMs
Eunna Lee, Soomyoung Lee, Jungpyo Nam +6
cs.CRcs.AIarXiv:2608.29136v12026
Commercial LLM Agents Are Already Vulnerable to Simple Yet Dangerous Attacks
Ang Li, Yin Zhou, Vethavikashini Chithrra Raghuram +2
cs.LGcs.AIarXiv:2502.08586v12025
It's TIME: Towards the Next Generation of Time Series Forecasting Benchmarks
Zhongzheng Qiao, Sheng Pan, Anni Wang +7
cs.LGarXiv:2602.12147v42026
Learning to Ground Before Reading: Unified PCB Engineering Drawing Parsing with Compact Vision-Language Models
Jinghao Liu, Xingrun Liu, Gengchen Sun +3
cs.CVcs.MMarXiv:2608.29268v12026
Prompting and Evaluating Large Language Models for Proactive Dialogues: Clarification, Target-guided, and Non-collaboration
Yang Deng, Lizi Liao, Liang Chen +3
cs.CLarXiv:2305.13626v22023
Oriented Edge Forests for Boundary Detection
Sam Hallman, Charless C. Fowlkes
cs.CVarXiv:1412.4181v22014
Integrable ${\mathcal PT}$-symmetric local and nonlocal vector nonlinear Schrödinger equations: a unified two-parameter model
Zhenya Yan
nlin.SImath-phmath.AParXiv:1711.09233v12017
OmniXtreme: Breaking the Generality Barrier in High-Dynamic Humanoid Control
Yunshen Wang, Shaohang Zhu, Peiyuan Zhi +7
cs.ROarXiv:2602.23843v12026
Microstructure Representation and Reconstruction of Heterogeneous Materials via Deep Belief Network for Computational Material Design
Ruijin Cang, Yaopengxiao Xu, Shaohua Chen +3
cond-mat.mtrl-scics.LGstat.MLarXiv:1612.07401v32016
Chimera states in networks of nonlocally coupled Hindmarsh-Rose neuron models
Johanne Hizanidis, Vasilis Kanas, Anastasios Bezerianos +1
nlin.CDq-bio.NCarXiv:1307.5452v12013
Deep Semantic Segmentation for Automated Driving: Taxonomy, Roadmap and Challenges
Mennatullah Siam, Sara Elkerdawy, Martin Jagersand +1
stat.MLcs.CVarXiv:1707.02432v22017
Jigsaw-CRL: Recovering Global Latent Causal Order from Fragmented Multi-Client Interventions
Haijie Xu, Chen Zhang
stat.MLcs.LGarXiv:2608.28991v12026
Accurate molecular polarizabilities with coupled-cluster theory and machine learning
David M. Wilkins, Andrea Grisafi, Yang Yang +3
physics.chem-pharXiv:1809.05337v12018
Extended depth-of-field in holographic image reconstruction using deep learning based auto-focusing and phase-recovery
Yichen Wu, Yair Rivenson, Yibo Zhang +4
cs.CVcs.LGphysics.opticsarXiv:1803.08138v12018
Latent Reasoning VLA: Latent Thinking and Prediction for Vision-Language-Action Models
Shuanghao Bai, Jing Lyu, Wanqi Zhou +9
cs.ROarXiv:2602.01166v22026
UAV Relay-Assisted Emergency Communications in IoT Networks: Resource Allocation and Trajectory Optimization
Dinh-Hieu Tran, Van-Dinh Nguyen, Sumit Gautam +3
eess.SParXiv:2008.00218v32020
A Spectral Identifiability Threshold for Dissipative Rate Recovery from Truncated Liouvillian Spectra
Yujun Ji, Somyajit Chakraborty
cs.LGphysics.comp-phquant-pharXiv:2608.29302v12026
Limits of trust in medical AI
Joshua Hatherley
cs.LGcs.AIcs.CYarXiv:2503.16692v22025
Engagement, User Satisfaction, and the Amplification of Divisive Content on Social Media
Smitha Milli, Micah Carroll, Yike Wang +3
cs.SIcs.CYarXiv:2305.16941v62023
Genie Sim 3.0 : A High-Fidelity Comprehensive Simulation Platform for Humanoid Robot
Chenghao Yin, Da Huang, Di Yang +16
cs.ROarXiv:2601.02078v42026
Relax Forcing: Relaxed KV-Memory for Consistent Long Video Generation
Zengqun Zhao, Yanzuo Lu, Ziquan Liu +3
cs.CVarXiv:2603.21366v22026
From the betweenness centrality in street networks to structural invariants in random planar graphs
Alec Kirkley, Hugo Barbosa, Marc Barthelemy +1
physics.soc-pharXiv:1709.05718v22017
Development of an Autonomous AI Coding Agent using Monte Carlo Tree Search (MCTS) and Gemini LLM Frameworks
Pravin Game, Vipin Ramakrishnan, Prathamesh Wagh
cs.LGcs.AIarXiv:2608.29096v12026
High throughput quantitative metallography for complex microstructures using deep learning: A case study in ultrahigh carbon steel
Brian L. DeCost, Bo Lei, Toby Francis +1
cs.CVarXiv:1805.08693v22018
An effective algorithm for hyperparameter optimization of neural networks
Gonzalo Diaz, Achille Fokoue, Giacomo Nannicini +1
cs.AIcs.LGcs.NEarXiv:1705.08520v12017
Automatic Conversion of NICE Guidelines to an Executable Computational Model Using Large Language Models
Ashvin Gupta, Denys Prociuk, Alessandra Russo +1
cs.AIarXiv:2608.30022v12026
MAS-Orchestra: Understanding and Improving Multi-Agent Reasoning Through Holistic Orchestration and Controlled Benchmarks
Zixuan Ke, Yifei Ming, Austin Xu +7
cs.AIcs.CLcs.MAarXiv:2601.14652v52026
6G-Bench: An Open Benchmark for Semantic Communication and Network-Level Reasoning with Foundation Models in AI-Native 6G Networks
Mohamed Amine Ferrag, Abderrahmane Lakas, Merouane Debbah
cs.NIcs.AIarXiv:2602.08675v12026
Computational Protein Design with Deep Learning Neural Networks
Jingxue Wang, Huali Cao, John Z. H. Zhang +1
q-bio.QMq-bio.BMarXiv:1801.07130v22018
A Generalized Optimization Engine (GOE) for Edge AI Inference Acceleration
Venkat R. Dasari, Jakob A. Adams, Vinod K. Mishra +1
cs.AIarXiv:2608.28652v12026
How much do language models copy from their training data? Evaluating linguistic novelty in text generation using RAVEN
R. Thomas McCoy, Paul Smolensky, Tal Linzen +2
cs.CLarXiv:2111.09509v12021
Topic Matching in the Wild: Benchmark and Lessons from Real-World ASR Transcripts
Saman Rahbar, Xiliang Zhu, Irvin Cardoza +1
cs.CLcs.AIcs.LGarXiv:2609.00330v12026
Large-Scale Optimization Model Auto-Formulation: Harnessing LLM Flexibility via Structured Workflow
Kuo Liang, Yuhang Lu, Jianming Mao +7
cs.AIcs.LGarXiv:2601.09635v32026
TokenMixer-Large: Scaling Up Large Ranking Models in Industrial Recommenders
Yuchen Jiang, Jie Zhu, Xintian Han +18
cs.IRarXiv:2602.06563v22026
From Flat Logs to Causal Graphs: Hierarchical Failure Attribution for LLM-based Multi-Agent Systems
Yawen Wang, Wenjie Wu, Junjie Wang +1
cs.AIcs.SEarXiv:2602.23701v12026
Physical Unclonable Functions (PUF) for IoT Devices
Abdulaziz Al-Meer, Saif Al-Kuwari
cs.CRarXiv:2205.08587v12022
MASPO: Unifying Gradient Utilization, Probability Mass, and Signal Reliability for Robust and Sample-Efficient LLM Reasoning
Xiaoliang Fu, Jiaye Lin, Yangyi Fang +7
cs.LGcs.AIarXiv:2602.17550v32026
Promises, Perils, and (Timely) Heuristics for Mining Coding Agent Activity
Romain Robbes, Théo Matricon, Thomas Degueule +2
cs.SEarXiv:2601.18345v12026
Action Transformer: A Self-Attention Model for Short-Time Pose-Based Human Action Recognition
Vittorio Mazzia, Simone Angarano, Francesco Salvetti +2
cs.CVcs.LGarXiv:2107.00606v62021
Robust Model Order Selection via Dithered Differential Step-Down Thresholding
Aleksandr Kharin
eess.SPmath.STarXiv:2608.29868v12026
A Review on Constraint Handling Techniques for Population-based Algorithms: from single-objective to multi-objective optimization
Iman Rahimi, Amir H. Gandomi, Fang Chen +1
math.OCarXiv:2206.13802v12022

Every paper with a summary

Rethinking the Value of Multi-Agent Workflow: A Strong Single Agent Baseline

Why Reasoning Fails to Plan: A Planning-Centric Analysis of Long-Horizon Decision Making in LLM Agents

GUI-GENESIS: Automated Synthesis of Efficient Environments with Verifiable Rewards for GUI Agent Post-Training

M2A: Multimodal Memory Agent with Dual-Layer Hybrid Memory for Long-Term Personalized Interactions

MEL: Coordinate-Preserving EEG Tokenization for fMRI Translation

Towards Better Generalization: Joint Depth-Pose Learning without PoseNet

Gappy probabilistic manifold decomposition for nonlinear field reconstruction

Learning to Match Features with Seeded Graph Matching Network

Learning What to Learn for Video Object Segmentation

LightLDA: Big Topic Models on Modest Compute Clusters

AgentNoiseBench: Benchmarking Robustness of Tool-Using LLM Agents Under Noisy Condition

Nüwa: Mending the Spatial Integrity Torn by VLM Token Pruning

Free Speech and Artificial Intelligence

Tropical Geometry of Deep Neural Networks

UCNN: Exploiting Computational Reuse in Deep Neural Networks via Weight Repetition

Sustained Heterogeneity: an emergent collective mechanism in LLM-driven traffic

Transferability in Machine Learning for Electronic Structure via the Molecular Orbital Basis

Matcher: Segment Anything with One Shot Using All-Purpose Feature Matching

How are AI agents used? Evidence from 177,000 MCP tools

Not the Same Protector: Deployment-Dependent Protective Intervention in LLMs

Commercial LLM Agents Are Already Vulnerable to Simple Yet Dangerous Attacks

It's TIME: Towards the Next Generation of Time Series Forecasting Benchmarks

Learning to Ground Before Reading: Unified PCB Engineering Drawing Parsing with Compact Vision-Language Models

Prompting and Evaluating Large Language Models for Proactive Dialogues: Clarification, Target-guided, and Non-collaboration

Oriented Edge Forests for Boundary Detection

Integrable ${\mathcal PT}$-symmetric local and nonlocal vector nonlinear Schrödinger equations: a unified two-parameter model

OmniXtreme: Breaking the Generality Barrier in High-Dynamic Humanoid Control

Microstructure Representation and Reconstruction of Heterogeneous Materials via Deep Belief Network for Computational Material Design

Chimera states in networks of nonlocally coupled Hindmarsh-Rose neuron models

Deep Semantic Segmentation for Automated Driving: Taxonomy, Roadmap and Challenges

Jigsaw-CRL: Recovering Global Latent Causal Order from Fragmented Multi-Client Interventions

Accurate molecular polarizabilities with coupled-cluster theory and machine learning

Extended depth-of-field in holographic image reconstruction using deep learning based auto-focusing and phase-recovery

Latent Reasoning VLA: Latent Thinking and Prediction for Vision-Language-Action Models

UAV Relay-Assisted Emergency Communications in IoT Networks: Resource Allocation and Trajectory Optimization

A Spectral Identifiability Threshold for Dissipative Rate Recovery from Truncated Liouvillian Spectra

Limits of trust in medical AI

Engagement, User Satisfaction, and the Amplification of Divisive Content on Social Media

Genie Sim 3.0 : A High-Fidelity Comprehensive Simulation Platform for Humanoid Robot

Relax Forcing: Relaxed KV-Memory for Consistent Long Video Generation

From the betweenness centrality in street networks to structural invariants in random planar graphs

Development of an Autonomous AI Coding Agent using Monte Carlo Tree Search (MCTS) and Gemini LLM Frameworks

High throughput quantitative metallography for complex microstructures using deep learning: A case study in ultrahigh carbon steel

An effective algorithm for hyperparameter optimization of neural networks

Automatic Conversion of NICE Guidelines to an Executable Computational Model Using Large Language Models

MAS-Orchestra: Understanding and Improving Multi-Agent Reasoning Through Holistic Orchestration and Controlled Benchmarks

6G-Bench: An Open Benchmark for Semantic Communication and Network-Level Reasoning with Foundation Models in AI-Native 6G Networks

Computational Protein Design with Deep Learning Neural Networks

A Generalized Optimization Engine (GOE) for Edge AI Inference Acceleration

How much do language models copy from their training data? Evaluating linguistic novelty in text generation using RAVEN

Topic Matching in the Wild: Benchmark and Lessons from Real-World ASR Transcripts

Large-Scale Optimization Model Auto-Formulation: Harnessing LLM Flexibility via Structured Workflow

TokenMixer-Large: Scaling Up Large Ranking Models in Industrial Recommenders

From Flat Logs to Causal Graphs: Hierarchical Failure Attribution for LLM-based Multi-Agent Systems

Physical Unclonable Functions (PUF) for IoT Devices

MASPO: Unifying Gradient Utilization, Probability Mass, and Signal Reliability for Robust and Sample-Efficient LLM Reasoning

Promises, Perils, and (Timely) Heuristics for Mining Coding Agent Activity

Action Transformer: A Self-Attention Model for Short-Time Pose-Based Human Action Recognition

Robust Model Order Selection via Dithered Differential Step-Down Thresholding

A Review on Constraint Handling Techniques for Population-based Algorithms: from single-objective to multi-objective optimization