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Neural Information Processing SystemsFeb-17-2026, 20:02:09 GMT
Three sampling techniques are presented for comparative investigations.
Neural Information Processing SystemsFeb-17-2026, 20:01:53 GMT
Neural Information Processing SystemsFeb-17-2026, 20:01:31 GMT
We also show that the network width alleviates these issues.
Neural Information Processing SystemsFeb-17-2026, 20:01:18 GMT
Due to their size, the capability of these networks has increased tremendously, but this has come at the cost of a significant increase in necessary compute.
Neural Information Processing SystemsFeb-17-2026, 20:01:10 GMT
Some existing estimators and regularizers attempt to achieve unbiased estimation to improve the predictive performance.
Neural Information Processing SystemsFeb-17-2026, 20:00:59 GMT
The code is available in https://github.com/cathyhxh/DIFFER.
Neural Information Processing SystemsFeb-17-2026, 20:00:52 GMT
Long-tailed visual recognition has received increasing attention recently.
Neural Information Processing SystemsFeb-17-2026, 20:00:24 GMT
Neural Information Processing SystemsFeb-17-2026, 19:42:37 GMT
Single-cell genomics has significantly advanced our understanding of cellular behavior, catalyzing innovations in treatments and precision medicine.
Neural Information Processing SystemsFeb-17-2026, 19:42:19 GMT
Most widely adopted MoE models are discontinuous with respect to their parameters - often referred to as sparse .