Bilevel ZOFO: Efficient LLM Fine-Tuning and Meta-Training

arXiv:2502.03604 · cs.LG · Submitted 2025-02-05 · Read on arXiv

cs.LG

Submitted: 2025-02-05

Updated: 2026-10-29

Terminology

• Fine-Tuning — 4× in this paper · explained in 5 episodes
• Accuracy — 1× in this paper · explained in 1 episode
• Bilevel Optimization — 1× in this paper · explained in 3 episodes
• Convergence Guarantees — 1× in this paper · explained in 3 episodes
• Downstream Tasks — 1× in this paper · explained in 2 episodes
• Generalization — 1× in this paper · explained in 14 episodes
• Language Models (LLMs) — 1× in this paper · explained in 2 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 9 episodes
• Meta-learning — 1× in this paper · explained in 3 episodes
• Parameter-Efficient Fine-Tuning — 1× in this paper · explained in 3 episodes
• Parameter-Efficient Fine-Tuning (PEFT) — 1× in this paper · explained in 5 episodes

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