conftrace_

sparse autoencoder

112 papers

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Co-occurring keywords

large language model (13587) mechanistic interpretability (133) feature extraction (1580) language model (4599) representation learning (6206) model interpretability (519) steering vector (33) feature steering (6) feature decomposition (51) interpretable feature (23)

Papers

Interpretable Sparse Features for Probing Self-Supervised Speech Models AACL 2025
FaithfulSAE: Towards Capturing Faithful Features with Sparse Autoencoders without External Datasets Dependency ACL 2025
Interpreting Language Models Through Concept Descriptions: A Survey EMNLP 2025
Unveiling Language-Specific Features in Large Language Models via Sparse Autoencoders ACL 2025
The Knowledge Microscope: Features as Better Analytical Lenses than Neurons ACL 2025
Are the Values of LLMs Structurally Aligned with Humans? A Causal Perspective ACL 2025
FADE: Why Bad Descriptions Happen to Good Features ACL 2025
Features that Make a Difference: Leveraging Gradients for Improved Dictionary Learning NAACL 2025
SAUCE: Selective Concept Unlearning in Vision-Language Models with Sparse Autoencoders ICCV 2025
Large Multi-modal Models Can Interpret Features in Large Multi-modal Models ICCV 2025
Incremental Sentence Processing Mechanisms in Autoregressive Transformer Language Models NAACL 2025
Latent Inter-User Difference Modeling for LLM Personalization EMNLP 2025
Feature Extraction and Steering for Enhanced Chain-of-Thought Reasoning in Language Models EMNLP 2025
Breaking Bad Tokens: Detoxification of LLMs Using Sparse Autoencoders EMNLP 2025
When Truthful Representations Flip Under Deceptive Instructions? EMNLP 2025
Towards a Unified Paradigm of Concept Editing in Large Language Models EMNLP 2025
Group-SAE: Efficient Training of Sparse Autoencoders for Large Language Models via Layer Groups EMNLP 2025
Model Unlearning via Sparse Autoencoder Subspace Guided Projections EMNLP 2025
Toward Efficient Sparse Autoencoder-Guided Steering for Improved In-Context Learning in Large Language Models EMNLP 2025
MicroEdit: Neuron-level Knowledge Disentanglement and Localization in Lifelong Model Editing EMNLP 2025
SFAL: Semantic-Functional Alignment Scores for Distributional Evaluation of Auto-Interpretability in Sparse Autoencoders EMNLP 2025
Steering LVLMs via Sparse Autoencoder for Hallucination Mitigation EMNLP 2025
How a Bilingual LM Becomes Bilingual: Tracing Internal Representations with Sparse Autoencoders EMNLP 2025
SAEs Are Good for Steering – If You Select the Right Features EMNLP 2025
Interpretable Sparse Features for Probing Self-Supervised Speech Models IJCNLP 2025