Konstantin Berestizshevsky

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upvoted a paper 2 months ago

KVarN: Variance-Normalized KV-Cache Quantization Mitigates Error Accumulation in Reasoning Tasks

Paper • 2606.03458 • Published Jun 2 • 69

upvoted a paper 3 months ago

Retrieval from Within: An Intrinsic Capability of Attention-Based Models

Paper • 2605.05806 • Published May 8 • 8

upvoted 2 papers 10 months ago

Top-Theta Attention: Sparsifying Transformers by Compensated Thresholding

Paper • 2502.08363 • Published Feb 12, 2025 • 1

Dynamically Sacrificing Accuracy for Reduced Computation: Cascaded Inference Based on Softmax Confidence

Paper • 1805.10982 • Published May 28, 2018 • 1

upvoted a paper 11 months ago

SINQ: Sinkhorn-Normalized Quantization for Calibration-Free Low-Precision LLM Weights

Paper • 2509.22944 • Published Sep 26, 2025 • 80