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20202026
most citedData-Free Knowledge Transfer: A Survey

18 citations · 53 across the 19 of their papers we have counts for

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Showing 2025Show all

6 papers · 1 filter

eess.SP2025

Large-Model AI for Near Field Beam Prediction: A CNN-GPT2 Framework for 6G XL-MIMO

Wang Liu, Cunhua Pan, Hong Ren +3

The emergence of extremely large-scale antenna arrays (ELAA) in millimeter-wave (mmWave) communications, particularly in high-mobility scenarios, highlights the importance of near-…

cs.CV2025★ 1 cited

Attention Residual Fusion Network with Contrast for Source-free Domain Adaptation

Renrong Shao, Wei Zhang, Jun Wang

Source-free domain adaptation (SFDA) involves training a model on source domain and then applying it to a related target domain without access to the source data and labels during…

cs.LG2025★ 13 cited

Conditional Pseudo-Supervised Contrast for Data-Free Knowledge Distillation

Renrong Shao, Wei Zhang, Jun wang

Data-free knowledge distillation~(DFKD) is an effective manner to solve model compression and transmission restrictions while retaining privacy protection, which has attracted exte…

cs.CV2025★ 3 cited

Consistent Assistant Domains Transformer for Source-free Domain Adaptation

Renrong Shao, Wei Zhang, Kangyang Luo +2

Source-free domain adaptation (SFDA) aims to address the challenge of adapting to a target domain without accessing the source domain directly. However, due to the inaccessibility…

cs.AI2025

CIKT: A Collaborative and Iterative Knowledge Tracing Framework with Large Language Models

Runze Li, Siyu Wu, Jun Wang +1

Knowledge Tracing (KT) aims to model a student's learning state over time and predict their future performance. However, traditional KT methods often face challenges in explainabil…

cs.IR2025

Collaborative Filtering Meets Spectrum Shift: Connecting User-Item Interaction with Graph-Structured Side Information

Yunhang He, Cong Xu, Jun Wang +1

Graph Neural Networks (GNNs) have demonstrated their superiority in collaborative filtering, where the user-item (U-I) interaction bipartite graph serves as the fundamental data fo…