output
20062026
most citedStatistical physics of human cooperation

1.6k citations

Showing 2024 · cs.LGShow all

7 papers · 2 filters

cs.LG202425 cited

Diffusion Models as Network Optimizers: Explorations and Analysis

Ruihuai Liang, Bo Yang, Pengyu Chen +8

Network optimization is a fundamental challenge in the Internet of Things (IoT) network, often characterized by complex features that make it difficult to solve these problems. Rec…

cs.LG20247 cited

FastSTI: A Fast Conditional Pseudo Numerical Diffusion Model for Spatio-temporal Traffic Data Imputation

Shaokang Cheng, Nada Osman, Shiru Qu +1

High-quality spatiotemporal traffic data is crucial for intelligent transportation systems (ITS) and their data-driven applications. Inevitably, the issue of missing data caused by…

cs.LG20248 cited

AdaShadow: Responsive Test-time Model Adaptation in Non-stationary Mobile Environments

Cheng Fang, Sicong Liu, Zimu Zhou +4

On-device adapting to continual, unpredictable domain shifts is essential for mobile applications like autonomous driving and augmented reality to deliver seamless user experiences…

cs.LG202416 cited

Sampling and active learning methods for network reliability estimation using K-terminal spanning tree

Chen Ding, Pengfei Wei, Yan Shi +3

Network reliability analysis remains a challenge due to the increasing size and complexity of networks. This paper presents a novel sampling method and an active learning method fo…

cs.LG20245 cited

CrowdTransfer: Enabling Crowd Knowledge Transfer in AIoT Community

Yan Liu, Bin Guo, Nuo Li +3

Artificial Intelligence of Things (AIoT) is an emerging frontier based on the deep fusion of Internet of Things (IoT) and Artificial Intelligence (AI) technologies. Although advanc…

cs.LG20247 cited

Pessimistic Value Iteration for Multi-Task Data Sharing in Offline Reinforcement Learning

Chenjia Bai, Lingxiao Wang, Jianye Hao +4

Offline Reinforcement Learning (RL) has shown promising results in learning a task-specific policy from a fixed dataset. However, successful offline RL often relies heavily on the…