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Al Martin

WW VP Technical Sales · IBM

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Martin Brodbeck

CTO · Priceline

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Martin Grund

Engineering Lead / Site Lead · Databricks

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Activities & events

Title & Speakers	Event
Can Compressing Foundation Models be as Easy as Image Compression? 2025-04-22 · 16:45 Dr. Martin Genzel – Senior Research Engineer @ Merantix Momentum Abstract: The talk introduces Any Compression via Iterative Pruning (ACIP), a novel approach designed to give users intuitive control over the compression-performance trade-off. ACIP uses a single gradient descent run of iterative pruning to establish a global parameter ranking, enabling immediate materialization of models of any target size. It demonstrates strong predictive performance on downstream tasks without costly fine-tuning and achieves state-of-the-art compression for open-weight LLMs, often complementing common quantization techniques. iterative pruning acip compression quantization foundation models llms	#16: Compressing Foundation Models as Easy as Image Compression? by M. Genzel

Title & Speakers

Event

Can Compressing Foundation Models be as Easy as Image Compression? 2025-04-22 · 16:45

Dr. Martin Genzel – Senior Research Engineer @ Merantix Momentum

Abstract: The talk introduces Any Compression via Iterative Pruning (ACIP), a novel approach designed to give users intuitive control over the compression-performance trade-off. ACIP uses a single gradient descent run of iterative pruning to establish a global parameter ranking, enabling immediate materialization of models of any target size. It demonstrates strong predictive performance on downstream tasks without costly fine-tuning and achieves state-of-the-art compression for open-weight LLMs, often complementing common quantization techniques.

iterative pruning acip compression quantization foundation models llms

#16: Compressing Foundation Models as Easy as Image Compression? by M. Genzel

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