DeepCode achieves 75.9% on the 3-paper human evaluation subset, surpassing the best-of-3 human expert baseline (72.4%) by +3.5 percentage points. This demonstrates that our framework not only matches ...

We evaluate DeepCode on the PaperBench benchmark (released by OpenAI), a rigorous testbed requiring AI agents to independently reproduce 20 ICML 2024 papers from scratch. The benchmark comprises 8,316 ...

Abstract: Several researchers have used deep learning to obtain novel feedback codes. Two such codes for AWGN channels with passive (possibly noisy) output feedback are Deepcode which employs a bit-by ...

Software teams today are shipping code faster than ever. But security and quality are clearly struggling to keep pace. In fact, 74% of companies admit that insecure code led to at least one security ...