19 citations · 22 across the 8 of their papers we have counts for
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cs.CV2026
GR4CIL: Gap-compensated Routing for CLIP-based Class Incremental Learning
Tianqi Wang, Jingcai Guo
Class-Incremental Learning (CIL) aims to continuously acquire new categories while preserving previously learned knowledge. Recently, Contrastive Language-Image Pre-trained (CLIP)…
cs.CV2025
On the Discrimination and Consistency for Exemplar-Free Class Incremental Learning
Tianqi Wang, Jingcai Guo, Depeng Li +1
Exemplar-free class incremental learning (EF-CIL) is a nontrivial task that requires continuously enriching model capability with new classes while maintaining previously learned k…