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M. Hanawal

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#artificial intelligence Preprint Oct 2026

Contextual Flow Matching: Adaptive Step Selection in Flow Models for Efficient Visual Generation

Flow Matching enables high-quality visual generation via continuous-time dynamics, but inference remains costly due to multiple sequential function evaluations. Existing acceleration methods reduce the number of function evaluations but often introduce additional training overhead, degrade quality, or fail to account f...

D. J. Bajpai, Arun Verma, M. Hanawal · 0 citations
Preprint Aug 2026

Operationalizing Cyber Threat Intelligence with GraphRAG

This project asks whether feeding a report into a knowledge-graph retrieval system, Microsoft GraphRAG, rather than a standard vector-similarity retrieval system (Naive RAG), produces detection plans that rely more on these durable, top-of-pyramid clues.

A. Kabra, Prakhar Paliwal, M. Hanawal · 0 citations
Preprint Aug 2026

SPADE: Speculative Decoding for Precise and Low Cost Distributed Edge Cloud Inference

This work presents a distributed inference framework that integrates speculative decoding across edge and cloud, and shifts the bulk of computation to the edge, significantly lowers inference time and cloud cost, and preserves the accuracy of the big model without any retraining requirement.

D. J. Bajpai, K. Upadhyay, M. Hanawal · 0 citations

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