Blog Posts | Joshua Berkowitz

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Uni-LoRA: Ultra-Efficient Parameter Reduction For LLM Training

Low-Rank Adaptation (LoRA) revolutionized how we fine-tune large language models by introducing parameter-efficient training methods that constrain weight updates to low-rank matrix decompositions (Hu...

computational efficiency isometric projections linear algebra LoRA machine learning mathematics neural networks optimization parameter efficiency projection methods

Sep 20, 2025

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How IBM Research Is Shaping the Future of Algorithm Development

Algorithm development is entering an exciting phase as quantum computing and artificial intelligence (AI) begin to blend with traditional high-performance computing. IBM Research is using its extensiv...

algorithms artificial intelligence high-performance computing IBM Research linear algebra optimization quantum computing stochastic processes

Sep 13, 2025

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