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neuron interpretability

11 papers

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vision-language model (3) large language model (2) neural network interpretability (2) multimodal learning (2) semantic explanation (1) causal mediation analysis (1) input optimization (1) network dissection (1) neural network dissection (1) activation visualization (1)

Papers

Discovering and Causally Validating Emotion-Sensitive Neurons in Large Audio-Language Models ACL 2026 Finding Culture-Sensitive Neurons in Vision-Language Models EACL 2026 SAFR: Neuron Redistribution for Interpretability NAACL 2025 SAND: Enhancing Open-Set Neuron Descriptions through Spatial Awareness WACV 2025 What should a neuron aim for? Designing local objective functions based on information theory ICLR 2025 Automated Natural Language Explanation of Deep Visual Neurons with Large Models (Student Abstract) AAAI 2024 Finding and Editing Multi-Modal Neurons in Pre-Trained Transformers ACL 2024 CLIP-Dissect: Automatic Description of Neuron Representations in Deep Vision Networks ICLR 2023 Rigorously Assessing Natural Language Explanations of Neurons EMNLP 2023 Identifying and Controlling Important Neurons in Neural Machine Translation ICLR 2019 Interpretable Textual Neuron Representations for NLP EMNLP 2018