EDGE-LLM: Enabling Efficient Large Language Model Adaptation on Edge Devices via Unified Compression and Adaptive Layer Voting

Research article (Proceedings of the 61st ACM/IEEE Design Automation Conference, 2024) · cited 39× · AI/ML
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EDGE-LLM: Enabling Efficient Large Language Model Adaptation on Edge Devices via Unified Compression and Adaptive Layer Voting

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EDGE-LLM: Enabling Efficient Large Language Model Adaptation on Edge Devices via Unified Compression and Adaptive Layer Voting is a scholarly article[1].

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APA 4ort.xyz Knowledge Graph. (2026). EDGE-LLM: Enabling Efficient Large Language Model Adaptation on Edge Devices via Unified Compression and Adaptive Layer Voting. Retrieved May 24, 2026, from https://4ort.xyz/entity/edge-llm-enabling-efficient-large-language-model-adaptation-on-edge-devices-via-unified-compression-and-adaptive-layer-v
MLA “EDGE-LLM: Enabling Efficient Large Language Model Adaptation on Edge Devices via Unified Compression and Adaptive Layer Voting.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/edge-llm-enabling-efficient-large-language-model-adaptation-on-edge-devices-via-unified-compression-and-adaptive-layer-v.
BibTeX @misc{4ortxyz_edge-llm-enabling-efficient-large-language-model-adaptation-on-edge-devices-via-unified-compression-and-adaptive-layer-v_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{EDGE-LLM: Enabling Efficient Large Language Model Adaptation on Edge Devices via Unified Compression and Adaptive Layer Voting}}, year = {2026}, url = {https://4ort.xyz/entity/edge-llm-enabling-efficient-large-language-model-adaptation-on-edge-devices-via-unified-compression-and-adaptive-layer-v}, note = {Accessed: 2026-05-24}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): EDGE-LLM: Enabling Efficient Large Language Model Adaptation on Edge Devices via Unified Compression and Adaptive Layer Voting — https://4ort.xyz/entity/edge-llm-enabling-efficient-large-language-model-adaptation-on-edge-devices-via-unified-compression-and-adaptive-layer-v (retrieved 2026-05-24)

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