{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,3]],"date-time":"2026-04-03T15:44:24Z","timestamp":1775231064334,"version":"3.50.1"},"reference-count":43,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,10,26]],"date-time":"2025-10-26T00:00:00Z","timestamp":1761436800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,10,26]],"date-time":"2025-10-26T00:00:00Z","timestamp":1761436800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100000654","name":"Marie Curie","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100000654","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,10,26]]},"DOI":"10.1109\/iccad66269.2025.11240767","type":"proceedings-article","created":{"date-parts":[[2025,11,20]],"date-time":"2025-11-20T18:39:34Z","timestamp":1763663974000},"page":"1-9","source":"Crossref","is-referenced-by-count":1,"title":["Twill: Scheduling Compound AI Systems on Heterogeneous Mobile Edge Platforms"],"prefix":"10.1109","author":[{"given":"Zain","family":"Taufique","sequence":"first","affiliation":[{"name":"University of Turku,Turku,Finland"}]},{"given":"Aman","family":"Vyas","sequence":"additional","affiliation":[{"name":"University of Turku,Turku,Finland"}]},{"given":"Antonio","family":"Miele","sequence":"additional","affiliation":[{"name":"Politecnico di Milano,Milan,Italy"}]},{"given":"Pasi","family":"Liljeberg","sequence":"additional","affiliation":[{"name":"University of Turku,Turku,Finland"}]},{"given":"Anil","family":"Kanduri","sequence":"additional","affiliation":[{"name":"University of Turku,Turku,Finland"}]}],"member":"263","reference":[{"key":"ref1","article-title":"The shift from models to compound ai systems","author":"Zaharia","year":"2024"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.52202\/079017-1455"},{"key":"ref3","article-title":"Optimizing model selection for compound ai systems","author":"Chen","year":"2025"},{"key":"ref4","article-title":"Can large language models really improve by self-critiquing their own plans?","author":"Valmeekam","year":"2023"},{"key":"ref5","article-title":"Autogen: Enabling next-gen llm applications via multi-agent conversation","author":"Wu","year":"2023"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/WACVW60836.2024.00101"},{"key":"ref7","article-title":"Langchain","author":"Chase","year":"2022"},{"key":"ref8","article-title":"Langbase: AI-Powered Multilingual Database","year":"2025"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/MICRO50266.2020.00090"},{"key":"ref10","article-title":"Band: coordinated multi-dnn inference on heterogeneous mobile processors","volume-title":"Proceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services","author":"Seong"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2023.3237572"},{"key":"ref12","article-title":"Apple intelligence","year":"2024"},{"key":"ref13","article-title":"Meta ray-ban smart glasses: Next generation smart eyewear","volume-title":"Meta Technology Review","year":"2023"},{"key":"ref14","article-title":"Apple vision pro: Spatial computing device","year":"2024"},{"key":"ref15","article-title":"Qualcomm launches its next-generation xr and ar platforms","year":"2023"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/ICCD63220.2024.00053"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/DAC56929.2023.10247989"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/ICCAD57390.2023.10323882"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/TCAD.2019.2944584"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TCAD.2024.3438995"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1007\/s11265-022-01814-y"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1145\/3627535.3638502"},{"key":"ref23","doi-asserted-by":"crossref","DOI":"10.1145\/3676536.3676724","article-title":"Mapformer: Attention-based multi-dnn manager for throughout & power co-optimization on embedded devices","volume-title":"Proceedings of the 43rd IEEE\/ACM International Conference on Computer-Aided Design, ser. ICCAD \u201924","author":"Karatzas"},{"key":"ref24","article-title":"Rknn toolkit operator support list (v1.7.5)","year":"2023"},{"key":"ref25","article-title":"Working with dla","year":"2025"},{"key":"ref26","article-title":"Very deep convolutional networks for large-scale image recognition","author":"Simonyan","year":"2014","journal-title":"CoRR"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/n19\u20131423"},{"key":"ref28","article-title":"Nvidia jetson Orin","year":"2024"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/ICCD63220.2024.00038"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.23919\/date64628.2025.10992856"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/TC.2022.3218991"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1145\/3489517.3530572"},{"key":"ref33","article-title":"Onnx runtime","author":"developers","year":"2021"},{"key":"ref34","article-title":"Gaussian error linear units (gelus)","author":"Hendrycks","year":"2023"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref36","first-page":"6105","article-title":"Efficientnet: Rethinking model scaling for convolutional neural networks","volume-title":"Proceedings of the 36th International Conference on Machine Learning","volume":"97","author":"Tan"},{"key":"ref37","article-title":"An image is worth 16x16 words: Transformers for image recognition at scale","author":"Dosovitskiy","year":"2020"},{"key":"ref38","article-title":"Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning","author":"DeepSeek-AI","year":"2025"},{"key":"ref39","article-title":"Pytorch installation guide","year":"2024"},{"key":"ref40","article-title":"Torchvision","volume-title":"PyTorch Team","year":"2024"},{"key":"ref41","article-title":"Hugging face: The ai community building the future of machine learning","author":"Face","year":"2025"},{"key":"ref42","article-title":"Ollama: Run large language models locally","year":"2025"},{"key":"ref43","article-title":"Gymnasium","author":"Towers","year":"2023"}],"event":{"name":"2025 IEEE\/ACM International Conference On Computer Aided Design (ICCAD)","location":"Munich, Germany","start":{"date-parts":[[2025,10,26]]},"end":{"date-parts":[[2025,10,30]]}},"container-title":["2025 IEEE\/ACM International Conference On Computer Aided Design (ICCAD)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11240608\/11240621\/11240767.pdf?arnumber=11240767","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,21]],"date-time":"2025-11-21T05:44:17Z","timestamp":1763703857000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11240767\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,26]]},"references-count":43,"URL":"https:\/\/doi.org\/10.1109\/iccad66269.2025.11240767","relation":{},"subject":[],"published":{"date-parts":[[2025,10,26]]}}}