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cs.SD2026
Cross-Cultural Bias in Mel-Scale Representations: Evidence and Alternatives from Speech and Music
Shivam Chauhan, Ajay Pundhir
Modern audio systems universally employ mel-scale representations derived from 1940s Western psychoacoustic studies, potentially encoding cultural biases that create systematic per…
cs.DC2026
Covenant-72B: Pre-Training a 72B LLM with Trustless Peers Over-the-Internet
Joel Lidin, Amir Sarfi, Erfan Miahi +6
Recently, there has been increased interest in globally distributed training, which has the promise to both reduce training costs and democratize participation in building large-sc…