Author

Eugene Belilovsky

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Jul 2026

Efficient Long-Horizon Learning for Learned Optimization

Efficient Long-hOrizon (ELO) learning is introduced, an efficient meta-training algorithm that reallocates wasted meta-training compute to longer failure regimes, achieving efficient long-horizon learning, and enforces decoupled progressive expert supervision, providing stable meta-learning signals that additionally improve the generalization of LOs.

Xiaolong Huang, Benjamin Thérien, James Harrison et al. · arXiv.org · 0 citations

Preprint Aug 2026

Circuit Discovery Helps Detect LLM Jailbreaking: A Mechanistic Interpretability Study

A mechanistic analysis of the jailbreaking behavior in a large-scale, safety-aligned LLM, focusing on LLaMA-2-7B-chat-hf identifies computational circuits responsible for generating affirmative responses to jailbreak prompts and uncovers key attention heads and MLP pathways that mediate adversarial prompt exploitation.

Paria Mehrbod, Boris Knyazev, Guy Wolf et al. · 0 citations