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Mingchen Jiang

2 accepted papers

2026

Stabilized Supralinear Networks Learn to Switch Coding Strategies Balancing Cost and Performance

ICML 2026poster

Lateral connections (LCs) are ubiquitous in the cortical circuits. While modern deep learning architectures have rich intralayer interactions (e.g., convolutional mixing, normalization, or attention) to support feature selectivity and contextual modulation, explicit excitatory and inhibitory (E-I) L…

Cited by 0SourceScholar
2023

Does Continual Learning Meet Compositionality? New Benchmarks and An Evaluation Framework

NeurIPS 2023poster

Compositionality facilitates the comprehension of novel objects using acquired concepts and the maintenance of a knowledge pool. This is particularly crucial for continual learners to prevent catastrophic forgetting and enable compositionally forward transfer of knowledge. However, the existing stat…

Cited by 4SourcePDFScholar