{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,15]],"date-time":"2025-11-15T07:28:22Z","timestamp":1763191702956,"version":"3.45.0"},"reference-count":40,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,6,30]],"date-time":"2025-06-30T00:00:00Z","timestamp":1751241600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,6,30]],"date-time":"2025-06-30T00:00:00Z","timestamp":1751241600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100010909","name":"Young Scientists Fund","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100010909","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,6,30]]},"DOI":"10.1109\/ijcnn64981.2025.11227852","type":"proceedings-article","created":{"date-parts":[[2025,11,14]],"date-time":"2025-11-14T18:46:15Z","timestamp":1763145975000},"page":"1-8","source":"Crossref","is-referenced-by-count":0,"title":["LLM-Enabled Style and Content Regularization for Personalized Text-to-Image Generation"],"prefix":"10.1109","author":[{"given":"Anran","family":"Yu","sequence":"first","affiliation":[{"name":"Shandong University,School of Software,Jinan,China"}]},{"given":"Wei","family":"Feng","sequence":"additional","affiliation":[{"name":"Shandong University,School of Software,Jinan,China"}]},{"given":"Yaochen","family":"Zhang","sequence":"additional","affiliation":[{"name":"Inspur Technology,Jinan,China"}]},{"given":"Xiang","family":"Li","sequence":"additional","affiliation":[{"name":"Shandong University,School of Software,Jinan,China"}]},{"given":"Lei","family":"Meng","sequence":"additional","affiliation":[{"name":"Shandong University,School of Software,Jinan,China"}]},{"given":"Lei","family":"Wu","sequence":"additional","affiliation":[{"name":"Shandong University,School of Software,Jinan,China"}]},{"given":"Xiangxu","family":"Meng","sequence":"additional","affiliation":[{"name":"Shandong University,School of Software,Jinan,China"}]}],"member":"263","reference":[{"key":"ref1","article-title":"Imagereward: Learning and evaluating human preferences for text-to-image generation","volume":"36","author":"Xu","year":"2024","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.00708"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00976"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.00816"},{"key":"ref5","article-title":"Optimizing prompts for text-to-image generation","volume":"36","author":"Hao","year":"2024","journal-title":"Advances in Neural Information Processing Systems"},{"article-title":"Creativesynth: Creative blending and synthesis of visual arts based on multimodal diffusion","year":"2024","author":"Huang","key":"ref6"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/tip.2025.3553024"},{"article-title":"Text-to-image synthesis for any artistic styles: Advancements in personalized artistic image generation via subdivision and dual binding","year":"2024","author":"Park","key":"ref8"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.00794"},{"article-title":"Direct consistency optimization for compositional text-to-image personalization","year":"2024","author":"Lee","key":"ref10"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.02155"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2021.108351"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2023.12.003"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/cvpr52688.2022.01042"},{"key":"ref15","first-page":"36479","article-title":"Photorealistic text-to-image diffusion models with deep language understanding","volume":"35","author":"Saharia","year":"2022","journal-title":"Advances in neural information processing systems"},{"issue":"2","key":"ref16","first-page":"3","article-title":"Hierarchical text-conditional image generation with clip latents","volume":"1","author":"Ramesh","year":"2022"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1145\/3581783.3612524"},{"article-title":"Region-aware diffusion for zero-shot text-driven image editing","year":"2023","author":"Huang","key":"ref18"},{"article-title":"Scaling rectified flow transformers for high-resolution image synthesis","volume-title":"Forty-first International Conference on Machine Learning","author":"Esser","key":"ref19"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-023-15532-5"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.00202"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP48485.2024.10447042"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1145\/3610548.3618154"},{"article-title":"Mitigating guidance collapse in text-to-image diffusion models","year":"2024","author":"Gao","key":"ref24"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00192"},{"article-title":"An image is worth one word: Personalizing text-to-image generation using textual inversion","year":"2022","author":"Gal","key":"ref26"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-73390-1_7"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1167\/16.12.326"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01104"},{"article-title":"Benchmark for compositional text-to-image synthesis","volume-title":"Thirty-fifth Conference on Neural Information Processing Systems Datasets and Benchmarks Track (Round 1)","author":"Park","key":"ref30"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v37i2.25353"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v39i12.33422"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-20497-5_34"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1016\/j.cviu.2024.104042"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72347-6_8"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1016\/j.cviu.2024.104043"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1145\/3589335.3651956"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v38i8.28736"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1145\/3512527.3531389"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1145\/3595916.3626390"}],"event":{"name":"2025 International Joint Conference on Neural Networks (IJCNN)","start":{"date-parts":[[2025,6,30]]},"location":"Rome, Italy","end":{"date-parts":[[2025,7,5]]}},"container-title":["2025 International Joint Conference on Neural Networks (IJCNN)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11227166\/11227148\/11227852.pdf?arnumber=11227852","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,15]],"date-time":"2025-11-15T07:25:27Z","timestamp":1763191527000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11227852\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,6,30]]},"references-count":40,"URL":"https:\/\/doi.org\/10.1109\/ijcnn64981.2025.11227852","relation":{},"subject":[],"published":{"date-parts":[[2025,6,30]]}}}