Verified70% confidenceFactExact time
The Nyquist–Shannon sampling theorem states that to fully reconstruct an analog signal, the sampling frequency must be at least twice the highest frequency present in the signal.
4
Sources
70%
Confidence
Long-term
Relevance
7/10/2026
First Seen
Sources
Reviving a College Band with AI: A Practical Guide to Audio Restoration and Sound Reconstruction
hackernewshackernews7/9/2026
Related Claims
UnverifiedFixed-prompt panel monitoring requires sampling multiple times to obtain frequencies rather than relying on a single result, because the same model's outputs can vary randomly between two calls.69% similarUnverifiedAfter adopting a frequency-aware training schedule (sampling rare tokens at a rate higher than uniform sampling), the model matches the parameter-matched BERT and TinyBERT baselines on the rarest token-frequency bin.67% similarUnverifiedA single sample is a very noisy snapshot for models near the passing threshold, and the authors suggest that the next step should be to sample each problem multiple times.65% similarUnverifiedThe experiment used a pre-specified two-percentage-point margin for the coverage determination as the criterion for "substantial difference", in order to avoid treating Monte Carlo noise as a conclusion.65% similarUnverifiedIf a large model is re-invoked for every regression test, costs will expand linearly with iteration frequency.64% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/471078API
curl https://kongchang.com/api/v1/knowledge/claims/471078MCP
get_claim(id=471078)