neuron analysis

CL-Guard: Defending DNNs Against Backdoors via Fine-Grained Neuron Analysis and Collaborative Dual-Network Learning AAAI 2026 Bias Amplification: Large Language Models as Increasingly Biased Media IJCNLP 2025 Cross-Lingual Generalization and Compression: From Language-Specific to Shared Neurons ACL 2025 Establishing Trustworthy LLM Evaluation via Shortcut Neuron Analysis ACL 2025 How Does DPO Reduce Toxicity? A Mechanistic Neuron-Level Analysis EMNLP 2025 How Programming Concepts and Neurons Are Shared in Code Language Models ACL 2025 Investigating Neurons and Heads in Transformer-based LLMs for Typographical Errors EMNLP 2025 NeurFlow: Interpreting Neural Networks through Neuron Groups and Functional Interactions ICLR 2025 Understanding How Value Neurons Shape the Generation of Specified Values in LLMs EMNLP 2025 Developmentally Plausible Multimodal Language Models Are Highly Modular CoNLL 2024 Explaining the Implicit Neural Canvas: Connecting Pixels to Neurons by Tracing their Contributions CVPR 2024 Interpreting Arithmetic Mechanism in Large Language Models through Comparative Neuron Analysis EMNLP 2024 Language-Specific Neurons: The Key to Multilingual Capabilities in Large Language Models ACL 2024 Neurons in Large Language Models: Dead, N-gram, Positional ACL 2024 On the Multilingual Ability of Decoder-based Pre-trained Language Models: Finding and Controlling Language-Specific Neurons NAACL 2024 Discovering Salient Neurons in deep NLP models JMLR 2023 Global Concept-Based Interpretability for Graph Neural Networks via Neuron Analysis AAAI 2023 Investigating the Encoding of Words in BERT’s Neurons Using Feature Textualization EMNLP 2023 NeuroX Library for Neuron Analysis of Deep NLP Models ACL 2023 Rigorously Assessing Natural Language Explanations of Neurons EMNLP 2023 Can We Find Neurons that Cause Unrealistic Images in Deep Generative Networks? IJCAI 2022 Causal Analysis of Syntactic Agreement Neurons in Multilingual Language Models CoNLL 2022 Finding Skill Neurons in Pre-trained Transformer-based Language Models EMNLP 2022 HINT: Hierarchical Neuron Concept Explainer CVPR 2022 On the Pitfalls of Analyzing Individual Neurons in Language Models ICLR 2022