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Neural Information Processing SystemsFeb-16-2026, 09:30:03 GMT
Pruning methods for neural networks [LeCun et al., 1989] replace dense weight matrices by sparse
Neural Information Processing SystemsFeb-16-2026, 09:04:41 GMT
Neural Information Processing SystemsFeb-16-2026, 09:03:35 GMT
In this paper, we propose an efficient algorithm to accelerate computing the TT decomposition with the Alternating Least Squares (ALS) algorithm relying on exact leverage scores sampling.
Neural Information Processing SystemsFeb-16-2026, 08:40:31 GMT
Neural Information Processing SystemsFeb-16-2026, 08:39:36 GMT
We revisit this scenario as an experimental case study in Section 6.
Neural Information Processing SystemsFeb-16-2026, 08:14:35 GMT
Neural Information Processing SystemsFeb-16-2026, 08:13:23 GMT
Neural Information Processing SystemsFeb-16-2026, 07:50:23 GMT
Neural Information Processing SystemsFeb-16-2026, 07:50:01 GMT
Second, generalization--what specific aspects of the transformer architecture are responsible for their effective learning?
Neural Information Processing SystemsFeb-16-2026, 07:25:25 GMT
Large language models(LLMs) have sparked a new wave of exciting AI applications. Hosting these models at scale requires significant memory resources.