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

Understanding Emergent Misalignment via Feature Superposition Geometry ACL 2026

Textual Steering Vectors Can Improve Visual Understanding in Multimodal Large Language Models ACL 2026

Constructing Interpretable Features from Compositional Neuron Groups ACL 2026

HistLens: Mapping Idea Change across Concepts and Corpora ACL 2026

Leveraging Sparsity for Privacy in Collaborative Inference WACV 2026

Measuring Mechanistic Independence: Can Bias Be Removed Without Erasing Demographics? EACL 2026

Steering Large Language Models for Machine Translation Personalization EACL 2026

Out of Distribution, Out of Luck: Process Rewards Misguide Reasoning Models EACL 2026

Evaluating the Impact of SAE-based Language Steering on LLM Performance EACL 2026

The Unintended Trade-off of AI Alignment: Balancing Hallucination Mitigation and Safety in LLMs EACL 2026

Unveiling Decision-Making in LLMs for Text Classification : Extraction of influential and interpretable concepts with Sparse Autoencoders EACL 2026

AudioSAE: Towards Understanding of Audio-Processing Models with Sparse AutoEncoders EACL 2026

Feature Drift: How Fine-Tuning Repurposes Representations in LLMs EACL 2026

I Have Covered All the Bases Here: Interpreting Reasoning Features in Large Language Models via Sparse Autoencoders AAAI 2026

SparseRM: A Lightweight Preference Modeling with Sparse Autoencoder AAAI 2026

Efficient Transcoder Adaptation for Fine-Tuned Models: Revealing Medical Reasoning Mechanisms in Large Language Models AAAI 2026

Finding the Translation Switch: Discovering and Exploiting the Task-Initiation Features in LLMs AAAI 2026

Beyond I’m Sorry, I Can’t: Dissecting Large-Language-Model Refusal AAAI 2026

TIDE: Temporal-Aware Sparse Autoencoders for Interpretable Diffusion Transformers in Image Generation AAAI 2026

Extracting Interaction-Aware Monosemantic Concepts in Recommender Systems AAAI 2026

Interpretable Sparse Features for Probing Self-Supervised Speech Models IJCNLP 2025

SAEs Are Good for Steering – If You Select the Right Features EMNLP 2025

Feature Extraction and Steering for Enhanced Chain-of-Thought Reasoning in Language Models EMNLP 2025

How a Bilingual LM Becomes Bilingual: Tracing Internal Representations with Sparse Autoencoders EMNLP 2025

Steering LVLMs via Sparse Autoencoder for Hallucination Mitigation EMNLP 2025