Author

Jing Guan

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#artificial intelligence Preprint Sep 2026

Active Adaptation, Not Static Defense: Temporal Dynamics of Preventative Steering in Adversarial Fine-Tuning

It is shown that preserving or reinjecting the weight offset fails to maintain protection, indicating that preventative steering relies on active adaptation rather than a static defense, and proposes Progressive Intensity Scheduling (PIS), which improves safety robustness over static-strength steering while reducing ha...

Jing Guan, Ya-Chao Yang, Zhao-Liang Liu et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Agentic ML Exploration (A-MLE) for Ads Ranking

Agentic ML Exploration (A-MLE), an autonomous LLM-agent system that systematically explores ML techniques across a portfolio of ads ranking models, is presented and suggested that agentic exploration is a practical force multiplier for ML engineers in industrial recommenders.

Erwin Gao, Vinodh Kumar Sunkara, Jing Guan et al. · 0 citations