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Krishna Kumar Tiwari

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Open access Jul 2026

Design of Resource-Efficient AI Models through Parameter Reduction and Accuracy-Aware Compression

The proposed hybrid pipeline includes structured pruning, INT8 quantization and task-specific knowledge distillation, which is benchmarked against standalone methods and reinforces the idea of upper bound projection based approach for accuracy-oriented, multi-level compression.

Krishna Kumar Tiwari, Komal Tahiliani, Uma Shankar Birthare et al. · 0 citations