Machine Learning Algorithms & Natural Language Processing

Jul 14, 2026 · Artificial Intelligence

ML Agents' Real Bottleneck: Choosing Experiments, Not Coding – 6× Faster Search

The paper shows that the main limitation of machine‑learning agents is the costly execution step, and proposes a pre‑execution prediction model that achieves 61.5% accuracy, cutting search time by sixfold while improving final performance by about 6%.