Depeng Li
3 papers · 2024–2025 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Research topics
Keywords
continual learning
(1)
catastrophic forgetting
(1)
class-incremental learning
(1)
feature space
(1)
decision boundary
(1)
parameter update
(1)
discriminative feature
(1)
exemplar-free learning
(1)
network expansion
(1)
universal approximation theorem
(1)
hyperspherical space
(1)
task-id prediction
(1)
intrinsic complexity
(1)
neural unit dynamics
(1)
sequential mappings
(1)
supervisory mechanism
(1)
Papers
On the Discrimination and Consistency for Exemplar-Free Class Incremental Learning
IJCAI 2025
Harnessing Neural Unit Dynamics for Effective and Scalable Class-Incremental Learning
ICML 2024
Towards Continual Learning Desiderata via HSIC-Bottleneck Orthogonalization and Equiangular Embedding
AAAI 2024