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Author

Daria Cherniuk

2 papers indexed here

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#natural language process... Preprint Sep 2026

Structured Transforms for Low-Overhead Quantization of Language Models

The proposed greedy algorithm with alternating updates guarantees the four-peak distribution required for stable 2-bit clustering of each factor and admits closed-form initialization of cluster centers, removing the multi-restart k-means bottleneck of prior work.

Daria Cherniuk, A. Rudikov, B. Kashin et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Scalable Kronecker-Fisher Approximation: Efficient Hessian Analysis for Billion-Parameter Language Models Compression

In this paper, we propose a scalable Kronecker-based approximation that captures cross-layer interactions without storing the entire Fisher matrix, enabling practical Hessian analysis for billion-parameter networks where full computation is infeasible. Our approach reveals consistent vulnerability patterns: value proje...

Viacheslav Yusupov, Daria Cherniuk, E. Frolov · 0 citations

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