Chronos

A benchmark study of time series forecasting models reveals that simple statistical baselines and zero-shot foundation models outperform sophisticated neural and tree-based models on series with stron…

Researchers introduced a three-phase deep reinforcement learning system for personalized portfolio management that overcomes ticker lock-in, monolithic objectives, and static user models. Phase 1 uses…

A benchmark comparing Chronos-Bolt and Toto zero-shot forecasting models on Prometheus and OpenSearch telemetry data found that both models outperformed naive baselines on periodic memory signals but …