Papers with entropy-based methods
Finding Culture-Sensitive Neurons in Vision-Language Models (2026.eacl-long)
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| Challenge: | Vision-language models struggle on culturally situated inputs, study shows . despite impressive performance, many VLMs struggle on such culturally grounded inputs . |
| Approach: | They propose a new margin-based selector to identify neurons associated with cultural selectivity . they also introduce a model-dependent decoder to identify such neurons . |
| Outcome: | The proposed model outperforms probability- and entropy-based methods in identifying neurons associated with cultural selectivity. |