Publications

• Inference Verification Despite Nondeterminism
• Output Supervision Can Obfuscate the CoT (ICLR 2026)
• Multi-Attribute Control for Language Models (EMNLP Findings 2025)
• A Progressive Text-to-SQL Dataset for Mechanistic Interpretability Research (EMNLP 2025)
• Feature-Aligned Sparse Autoencoders
• Interpreting Learned Feedback Patterns in Large Language Models (NeurIPS 2024)

Awards

• Received a grant from Emergent Ventures in 2024.
• Received a grant from BERI in 2024.
• Became a Magnificent Grantee in 2024.
• Received a grant from Lightspeed Grants in 2023.

Activities

• I am now working on compute verification at Martian full-time.
• Anthropic 2025 AI safety fellow.
• MATS 2025 summer scholar.
• Interned at Martian in 2025.
• Was a summer intern at the Torr Vision Group in 2024.