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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Parimala Kancharla

Indian Institute of Technology Hyderabad

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Conference Jul 2026

Task-Adaptive FFN Editing for Continual Blind Image Quality Assessment

Blind Image Quality Assessment (BIQA) models trained on one distortion distribution often degrade when exposed to new ones, making sequential adaptation without forgetting a fundamental challenge. While continual learning offers a natural solution, existing methods typically retrain the entire backbone per task, limiti...

Satish Maurya, Parimala Kancharla · 0 citations
Conference Jul 2026

Unified Adaptive Quantization and Representation-Aware Caching for Diffusion Models

Diffusion models achieve strong performance in generative modeling but incur high memory and computational costs due to large model parameters and iterative denoising procedures, limiting deployment in resource-constrained environments. This paper presents a unified framework to improving inference latency and memory e...

Deepanshi Sharma, Rudra Pratap, Shivam Jaiswal et al. · 0 citations

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