Publications
Research papers and technical writing.
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ControlRL: Concept Bottleneck Sparse Autoencoders for Scalable Concept Representation Learning
Mechanistic Interpretability Sparse Autoencoders Steering Vectors LLM Safety
Confidence Manifold: Revealing LLM Internal States via Topological Inconsistency Analysis
LLM Safety Mechanistic Interpretability
CorrSteer: Steering LLMs via Correlation-based Corrections
Steering Vectors Mechanistic Interpretability LLM Safety
AgentGraph: Trace-to-Graph Platform for Interactive Analysis and Robustness Testing in Agentic AI Systems
Agent LLM Safety
FaithfulSAE: Evaluating Faithfulness of Sparse Autoencoders in Large Language Models
Sparse Autoencoders Mechanistic Interpretability
LibVulnWatch: Automated Vulnerability Monitoring Using LLMs for Open-Source Libraries
LLM Safety
RTSum: Relation Triple-based Interpretable Summarization with Multi-level Salience Visualization
Summarization
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