A Mechanistic Analysis of a Transformer Trained on a Symbolic Multi-Step Reasoning Task. - Jannik Brinkmann; Abhay Sheshadri; Victor Levoso; Paul Swoboda; Christian Bartelt (ACL (Findings), 2024)

Targeted Latent Adversarial Training Improves Robustness to Persistent Harmful Behaviors in LLMs. - Abhay Sheshadri; Aidan Ewart; Phillip Guo; Aengus Lynch; Cindy Wu; Vivek Hebbar; Henry Sleight; Asa Cooper Stickland; Ethan Perez; Dylan Hadfield-Menell; Stephen Casper (CoRR, 2024)

Mechanistic Unlearning: Robust Knowledge Unlearning and Editing via Mechanistic Localization. - Phillip Guo; Aaquib Syed; Abhay Sheshadri; Aidan Ewart; Gintare Karolina Dziugaite (CoRR, 2024)

Obfuscated Activations Bypass LLM Latent-Space Defenses. - Luke Bailey; Alex Serrano; Abhay Sheshadri; Mikhail Seleznyov; Jordan Taylor; Erik Jenner; Jacob Hilton; Stephen Casper; Carlos Guestrin; Scott Emmons (CoRR, 2024)

Latent Adversarial Training Improves Robustness to Persistent Harmful Behaviors in LLMs. - Abhay Sheshadri; Aidan Ewart; Phillip Guo; Aengus Lynch; Cindy Wu; Vivek Hebbar; Henry Sleight; Asa Cooper Stickland; Ethan Perez; Dylan Hadfield-Menell; Stephen Casper (Trans. Mach. Learn. Res., 2025)

Why Do Some Language Models Fake Alignment While Others Don't? - Abhay Sheshadri; John Hughes; Julian Michael; Alex Mallen; Arun Jose; Janus; Fabien Roger (CoRR, 2025)