Murat Kantarcioglu
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2026
TopoQuant: Topological Framework to Characterize Behavioral Shifts in Quantized Large Language Models
This paper introduces TopoQuant, a topological framework to quantify structural drift in self-attention weights and relate it to behavioral changes in quantized LLMs.
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cs.AIEmpiricalRecentOct 31, 2026
TopoQuant: Topological Framework to Characterize Behavioral Shifts in Quantized Large Language Models
Baha Rababah, Shahzeb Qamar, Lorenz Sparrenberg, Rafet Sifa +3 more
This paper introduces TopoQuant, a topological framework to quantify structural drift in self-attention weights and relate it to behavioral changes in quantized LLMs.
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