AI Frontier Lectures

Jan 27, 2026 · Artificial Intelligence

A Unified Framework for Neural Network Reprogrammability: From Model Reprogramming to Prompt Tuning

This article surveys recent advances in neural network reprogrammability, presenting a unified framework that categorizes model reprogramming, prompt tuning, prompt instruction, and in‑context learning, highlights the shift from parameter‑centric to reprogrammability‑centric adaptation, and provides efficiency analyses, taxonomy, and practical case studies.