CommIN: Semantic Image Communications as an Inverse Problem with INN-Guided Diffusion Models

no code implementations • 2 Oct 2023 • Jiakang Chen, Di You, Deniz Gündüz, Pier Luigi Dragotti

In this work, we propose CommIN, which views the recovery of high-quality source images from degraded reconstructions as an inverse problem.

BioCoder: A Benchmark for Bioinformatics Code Generation with Contextual Pragmatic Knowledge

1 code implementation • 31 Aug 2023 • Xiangru Tang, Bill Qian, Rick Gao, Jiakang Chen, Xinyun Chen, Mark Gerstein

This is evident from the performance gain of GPT-3. 5/4 compared to the smaller models on the benchmark (50% vs up to ~25%).

Code Generation