2 papers
cs.LG2026
Benchmarking on Tasks That Matter: Dataset Selection for Preserving Model Rankings
Rostislav Gusev, Alexey Zaytsev
Benchmarks of machine learning models often include many datasets, making evaluation expensive. For efficiency, it is preferable to perform evaluations on small, representative dat…
cs.IT2026
Scalable Mamba-Based Message-Passing Neural Decoder for Error-Correcting Codes
Rostislav Gusev, Nikita Aleksandrov, Artem Solomkin +1
Forward error correction is essential for reliable communication over noisy channels. Attention-based model-free neural decoders have shown strong performance for short codes, but…