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Krishnakumar Balasubramanian
Krishnakumar Balasubramanian
PulseAugur coverage of Krishnakumar Balasubramanian — every cluster mentioning Krishnakumar Balasubramanian across labs, papers, and developer communities, ranked by signal.
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Linear transformer training dynamics reveal chaotic attractors at high learning rates
Researchers have analyzed the training dynamics of simplified linear transformer models, specifically focusing on how large learning rates affect convergence. Their study reveals that beyond certain stability thresholds…
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New research explores advanced optimization for machine learning
Several recent research papers explore advanced optimization techniques for machine learning. One paper introduces a derivative-free consensus-based method for nonconvex bi-level optimization, demonstrating convergence …