Speaker
Dr. Tomas Eriksen
Northwind Research
Speaks at
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Gradient Noise as a Signal: Adaptive Batch Sizing
September 15, 2026 11:00 · Cobalt Theatre
Using the geometry of gradient noise to grow the batch size on the fly.
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Serving 100 Models on One GPU: Elastic Routing
September 16, 2026 10:00 · Room 210
Multiplexing a fleet of fine-tuned models on shared hardware with elastic routing.
Tomas Eriksen works on the statistics of stochastic optimization at Northwind Research. His recent work connects gradient-noise geometry to batch-size schedules that hold up at scale. He teaches an annual workshop on reproducible training.