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20212026
most citedExemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers

3 citations · 3 across the 8 of their papers we have counts for

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cs.LG2025

Towards Minimizing Feature Drift in Model Merging: Layer-wise Task Vector Fusion for Adaptive Knowledge Integration

Wenju Sun, Qingyong Li, Wen Wang +3

Multi-task model merging aims to consolidate knowledge from multiple fine-tuned task-specific experts into a unified model while minimizing performance degradation. Existing method…

cs.LG2025

Task Arithmetic in Trust Region: A Training-Free Model Merging Approach to Navigate Knowledge Conflicts

Wenju Sun, Qingyong Li, Wen Wang +2

Multi-task model merging offers an efficient solution for integrating knowledge from multiple fine-tuned models, mitigating the significant computational and storage demands associ…