{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,11]],"date-time":"2026-03-11T21:31:05Z","timestamp":1773264665260,"version":"3.50.1"},"reference-count":18,"publisher":"IEEE","license":[{"start":{"date-parts":[[2026,1,19]],"date-time":"2026-01-19T00:00:00Z","timestamp":1768780800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,1,19]],"date-time":"2026-01-19T00:00:00Z","timestamp":1768780800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026,1,19]]},"DOI":"10.1109\/asp-dac66049.2026.11420284","type":"proceedings-article","created":{"date-parts":[[2026,3,10]],"date-time":"2026-03-10T19:51:15Z","timestamp":1773172275000},"page":"1476-1482","source":"Crossref","is-referenced-by-count":0,"title":["dLLM-OPU: An FPGA Overlay Processor for Accelerated Diffusion Large Language Models"],"prefix":"10.1109","author":[{"given":"Yangbo","family":"Wei","sequence":"first","affiliation":[{"name":"Shanghai Jiao Tong University,Shanghai,China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shaoqiang","family":"Lu","sequence":"additional","affiliation":[{"name":"Shanghai Jiao Tong University,Shanghai,China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Junhong","family":"Qian","sequence":"additional","affiliation":[{"name":"Southeast University,Nanjing,China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lei","family":"He","sequence":"additional","affiliation":[{"name":"Eastern Institute of Technology,Ningbo,China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dongge","family":"Qin","sequence":"additional","affiliation":[{"name":"Southeast University,Nanjing,China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiao","family":"Shi","sequence":"additional","affiliation":[{"name":"Southeast University,Nanjing,China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chen","family":"Wu","sequence":"additional","affiliation":[{"name":"Ningbo Institute of Digital Twin Eastern Institute of Technology,Ningbo,China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Linfeng","family":"Zhang","sequence":"additional","affiliation":[{"name":"Shanghai Jiao Tong University,Shanghai,China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","article-title":"A survey of large language models","author":"Zhao","year":"2023","journal-title":"arXiv preprint arXiv:2303.18223"},{"key":"ref2","article-title":"d1: Scaling reasoning in diffusion large language models via reinforcement learning","author":"Zhao","year":"2025","journal-title":"arXiv preprint arXiv:2504.12216"},{"key":"ref3","article-title":"Dream 7b","author":"Ye","year":"2025"},{"key":"ref4","article-title":"Large language diffusion models","author":"Nie","year":"2025","journal-title":"arXiv preprint arXiv:2502.09992"},{"key":"ref5","article-title":"A survey on efficient inference for large language models","author":"Zhou","year":"2024","journal-title":"arXiv preprint arXiv:2404.14294"},{"key":"ref6","article-title":"dllm-cache: Accelerating diffusion large language models with adaptive caching","author":"Liu","year":"2025","journal-title":"arXiv preprint arXiv:2506.06295"},{"key":"ref7","article-title":"Accelerating diffusion transformers with token-wise feature caching","author":"Zou","year":"2024","journal-title":"arXiv preprint arXiv:2410.05317"},{"key":"ref8","article-title":"Accelerating diffusion transformers with dual feature caching","author":"Zou","year":"2024","journal-title":"arXiv preprint arXiv:2412.18911"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.01492"},{"key":"ref10","article-title":"From reusing to forecasting: Accelerating diffusion models with taylorseers","author":"Liu","year":"2025","journal-title":"arXiv preprint arXiv:2503.06923"},{"key":"ref11","first-page":"606624","article-title":"Efficiently scaling transformer inference","volume-title":"Proceedings of Machine Learning and Systems","author":"Pope"},{"key":"ref12","article-title":"Train for the worst, plan for the best: Understanding token ordering in masked diffusions","author":"Kim","year":"2025","journal-title":"arXiv preprint arXiv:2502.06768"},{"key":"ref13","first-page":"17981","article-title":"Structured denoising diffusion models in discrete state-spaces","author":"Austin","year":"2025","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref14","article-title":"Your absorbing discrete diffusion secretly models the conditional distributions of clean data","author":"Ou","year":"2024","journal-title":"arXiv preprint arXiv:2406.03736"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/TVLSI.2019.2939726"},{"key":"ref16","doi-asserted-by":"crossref","DOI":"10.1145\/3676536.3676761","article-title":"Chatopu: An fpga-based overlay processor for large language models with unstructured sparsity","volume-title":"IEEE\/ACM International Conference on Computer-Aided Design (ICCAD)","author":"Zhao"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1145\/3658617.3697692"},{"key":"ref18","article-title":"Fast-dllm: Training-free acceleration of diffusion 11m by enabling kv cache and parallel decoding","author":"Wu","year":"2025","journal-title":"arXiv preprint arXiv:2505.22618"}],"event":{"name":"2026 31st Asia and South Pacific Design Automation Conference (ASP-DAC)","location":"Lantau, Hong Kong","start":{"date-parts":[[2026,1,19]]},"end":{"date-parts":[[2026,1,22]]}},"container-title":["2026 31st Asia and South Pacific Design Automation Conference (ASP-DAC)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11420221\/11420229\/11420284.pdf?arnumber=11420284","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,11]],"date-time":"2026-03-11T05:29:32Z","timestamp":1773206972000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11420284\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,1,19]]},"references-count":18,"URL":"https:\/\/doi.org\/10.1109\/asp-dac66049.2026.11420284","relation":{},"subject":[],"published":{"date-parts":[[2026,1,19]]}}}