{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,6]],"date-time":"2026-05-06T06:18:34Z","timestamp":1778048314751,"version":"3.51.4"},"reference-count":54,"publisher":"IEEE","license":[{"start":{"date-parts":[[2026,3,6]],"date-time":"2026-03-06T00:00:00Z","timestamp":1772755200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,3,6]],"date-time":"2026-03-06T00:00:00Z","timestamp":1772755200000},"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":[[2026,3,6]]},"DOI":"10.1109\/wacv61042.2026.00034","type":"proceedings-article","created":{"date-parts":[[2026,5,5]],"date-time":"2026-05-05T19:59:32Z","timestamp":1778011172000},"page":"265-275","source":"Crossref","is-referenced-by-count":0,"title":["Forget Less by Learning Together through Concept Consolidation"],"prefix":"10.1109","author":[{"given":"Arjun Ramesh","family":"Kaushik","sequence":"first","affiliation":[{"name":"University at Buffalo,SUNY"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Naresh Kumar","family":"Devulapally","sequence":"additional","affiliation":[{"name":"University at Buffalo,SUNY"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Vishnu Suresh","family":"Lokhande","sequence":"additional","affiliation":[{"name":"University at Buffalo,SUNY"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nalini","family":"Ratha","sequence":"additional","affiliation":[{"name":"University at Buffalo,SUNY"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Venu","family":"Govindaraju","sequence":"additional","affiliation":[{"name":"University at Buffalo,SUNY"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1145\/3592116"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.00630"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.01092"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2009.5206848"},{"key":"ref5","article-title":"How to continually adapt text-to-image diffusion models for flexible customization","volume-title":"Proceedings of the 38th International Conference on Neural Information Processing Systems, NIPS","author":"Dong"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.00454"},{"key":"ref7","article-title":"An image is worth one word: Personalizing text-to-image generation using textual inversion","volume-title":"ICLR","author":"Gal"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01043"},{"key":"ref9","article-title":"Mix-of-show: decentralized low-rank adaptation for multi-concept customization of diffusion models","volume-title":"Proceedings of the 37th International Conference on Neural Information Processing Systems, NIPS","author":"Gu"},{"key":"ref10","article-title":"Mix-of-show: Decentralized low-rank adaptation for multi-concept customization of diffusion models","volume-title":"NeurIPS","author":"Gu"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.00673"},{"key":"ref12","article-title":"Vico: Plug-and-play visual condition for personalized text-to-image generation","author":"Hao","year":"2023"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref14","article-title":"Prompt-to-prompt image editing with cross-attention control","volume-title":"International Conference on Learning Representations (ICLR)","author":"Hertz"},{"key":"ref15","article-title":"LoRA: Low-rank adaptation of large language models","volume-title":"International Conference on Learning Representations (ICLR)","author":"Hu"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.632"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.00889"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v39i4.32448"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1611835114"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00192"},{"key":"ref21","article-title":"Assessing open-world forgetting in generative image model customization","author":"Laria","year":"2024"},{"key":"ref22","first-page":"3744","article-title":"Set transformer: A frame work for attention-based permutation-invariant neural networks","volume-title":"Proceedings of the 36th International Conference on Machine Learning, volume 97 of Proceedings of Machine Learning Research","author":"Lee"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2017.2773081"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.01247"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.02286"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2015.425"},{"key":"ref27","article-title":"Cones 2: customizable image synthesis with multiple subjects","volume-title":"Proceedings of the 37th International Conference on Neural Information Processing Systems, NIPS","author":"Liu"},{"key":"ref28","first-page":"431","article-title":"Continual learning of diffusion models with generative distillation","volume-title":"CoLLAs","volume":"274","author":"Masip","year":"2024"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00585"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00244"},{"key":"ref31","first-page":"1862","article-title":"Sdxl: Improving latent diffusion models for high-resolution image synthesis","volume-title":"International Conference on Representation Learning","volume":"2024","author":"Podell"},{"key":"ref32","author":"Ramesh","year":"2022","journal-title":"Hierarchical text-conditional image generation with clip latents"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.587"},{"key":"ref34","first-page":"1060","article-title":"Generative adversarial text to image synthesis","volume-title":"Proceedings of The 33rd International Conference on Machine Learning, volume 48 of Proceedings of Machine Learning Research","author":"Reed"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01042"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.02155"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.52202\/068431-2643"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/ICEET53442.2021.9659697"},{"key":"ref39","article-title":"Continual diffusion: Continual customization of text-to-image diffusion with c-lora","author":"Smith","year":"2024","journal-title":"Transactions on Machine Learning Research (TMLR)"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2024.3382753"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2023.acl-long.310"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.48550\/ARXIV.1706.03762"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.02416"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/WACV61041.2025.00432"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2023.findings-emnlp.715"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-20050-2_31"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v37i9.26294"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v39i21.34363"},{"key":"ref49","article-title":"Lifelong learning of video diffusion models from a single video stream","author":"Yoo","year":"2024"},{"key":"ref50","article-title":"Dreamsteerer: enhancing source image conditioned editability using personalized diffusion models","volume-title":"Proceedings of the 38th International Conference on Neural Information Processing Systems, NIPS","author":"Yu"},{"key":"ref51","article-title":"Exploring continual learning of diffusion models","author":"Zajac","year":"2023"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00978"},{"key":"ref53","first-page":"273","article-title":"Motiondirector: Motion customization ofnbsp;text-to-video diffusion models","volume-title":"Computer Vision \u2013 ECCV 2024: 18th European Conference, Milan, Italy, September 29\u2013October 4, 2024, Proceedings, Part LVI","author":"Zhao"},{"key":"ref54","article-title":"Multi-lora composition for image generation","author":"Zhong","year":"2024"}],"event":{"name":"2026 IEEE\/CVF Winter Conference on Applications of Computer Vision (WACV)","location":"Tucson, AZ, USA","start":{"date-parts":[[2026,3,6]]},"end":{"date-parts":[[2026,3,10]]}},"container-title":["2026 IEEE\/CVF Winter Conference on Applications of Computer Vision (WACV)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11491838\/11491925\/11492289.pdf?arnumber=11492289","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,6]],"date-time":"2026-05-06T05:56:03Z","timestamp":1778046963000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11492289\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,3,6]]},"references-count":54,"URL":"https:\/\/doi.org\/10.1109\/wacv61042.2026.00034","relation":{},"subject":[],"published":{"date-parts":[[2026,3,6]]}}}