the Optimal Brain Surgeon
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LEAP: Learnable End-to-End Adaptive Pruning of Large Language Models
Announce Type: replace Abstract: Unstructured sparsity is now natively accelerated by recent GPU kernels and dataflow hardware, shifting the bottleneck from inference execution to the pruning algorithm. State-of-the-art methods for unstructured LLM pruning are layer-wise surrogates derived from the Optimal Brain Surgeon principle, and they sacrifice end-to-end accuracy, especially under aggressive sparsity.
Richard Scolyer Has Died
Australian doctor who underwent world-first brain tumour treatment dies Pioneering Australian doctor Richard Scolyer has died, three years after being diagnosed with an aggressive brain tumour. Scolyer, 59, made global headlines for his decision to undergo a risky world-first experimental treatment for his glioblastoma at the hands of his friend Professor Georgina Long - based on the pair's own scientific breakthroughs in skin cancer. Their work on advanced melanoma - once a death sentence -...