Harshit Kondle

Papers on Lattice

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Publication activitypapers/week, last 8 weeks

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Distributed Systems & Hardware (1)Inference & Quantization (1)Multimodal Models (1)

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Junlin Liao (1)Di Liu (1)Zonghua Gu (1)

Papers (1)

Oct 14, 2026

Junlin Liao +33d ago

Seeing at the Edge: Energy Characterization of Vision-Language Model Inference on Edge Platforms

VLMs on edge devices are surprisingly energy-intensive, with text generation dominating image processing costs, and NPU offloading drastically outperforming CPU backends.

Junlin Liao, Harshit Kondle, Di Liu +1

Distributed Systems & Hardware Inference & Quantization Multimodal Models

Harshit Kondle

Publication activitypapers/week, last 8 weeks

Research focus

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Harshit Kondle

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)