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Author

Prasoon Sinha

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Jul 2026

Rethinking LLM Deployment for Intent-Based Serving

MaverIQ is an intent-based LLM inference serving system that automatically maps user intents to deployment configurations while minimizing operational cost for the provider and reduces profiling overheads by 7-15× compared to state-of-the-art baselines.

Dimitrios Liakopoulos, Prasoon Sinha, Tianrui Hu et al. · 0 citations
Jul 2026

Elastic Memory Remapping for Multi-tenant LLM Serving

This work presents Oneiros, a dynamic remapping engine for multi-tenant LLM serving that dynamically repurposes GPU memory allocated for model parameters as KV cache capacity, enabling nonblocking, unidirectional parameter transfer.

Ruihao Li, Shagnik Pal, Vineeth Narayan Pullu et al. · 0 citations