Optics Express
PulseAugur coverage of Optics Express — every cluster mentioning Optics Express across labs, papers, and developer communities, ranked by signal.
No coverage in the last 90 days.
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Researchers explore weight decay, in-context learning, and acceleration for Transformer models
Researchers have developed several new methods to improve the efficiency and theoretical understanding of Transformer models. One paper provides a functional-analytic characterization of weight decay, demonstrating its …
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Researchers explore efficient transformers via attention control and algorithmic capture
Researchers are exploring methods to enhance transformer efficiency and understanding. One paper introduces Budgeted Attention Allocation, a head-gating mechanism that allows for cost-quality trade-offs. Another study d…
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AI model evaluations are becoming a costly bottleneck, surpassing training expenses
AI model evaluations are becoming prohibitively expensive, with recent benchmarks costing tens of thousands of dollars and consuming thousands of GPU hours. This high cost is particularly pronounced for agent-based eval…
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AdaLeZO speeds up LLM fine-tuning with adaptive layer sampling
Researchers have developed AdaLeZO, a new framework designed to make Zeroth-Order (ZO) optimization more efficient for fine-tuning Large Language Models. This method addresses the slow convergence and high variance typi…