{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,18]],"date-time":"2026-03-18T06:27:07Z","timestamp":1773815227031,"version":"3.50.1"},"reference-count":25,"publisher":"IEEE","license":[{"start":{"date-parts":[[2026,1,3]],"date-time":"2026-01-03T00:00:00Z","timestamp":1767398400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,1,3]],"date-time":"2026-01-03T00:00:00Z","timestamp":1767398400000},"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":[[2026,1,3]]},"DOI":"10.1109\/vlsid68508.2026.00044","type":"proceedings-article","created":{"date-parts":[[2026,3,17]],"date-time":"2026-03-17T20:19:04Z","timestamp":1773778744000},"page":"171-176","source":"Crossref","is-referenced-by-count":0,"title":["AAMLA: An Autonomous Agentic Framework for Memory-Aware LLM-Aided Hardware Generation"],"prefix":"10.1109","author":[{"given":"Rajat","family":"Bhattacharjya","sequence":"first","affiliation":[{"name":"University of California,Irvine,USA"}]},{"given":"Juhee","family":"Sung","sequence":"additional","affiliation":[{"name":"Kookmin University,Seoul,South Korea"}]},{"given":"Hangyeol","family":"Jung","sequence":"additional","affiliation":[{"name":"Kookmin University,Seoul,South Korea"}]},{"given":"Hyunwoo","family":"Oh","sequence":"additional","affiliation":[{"name":"University of California,Irvine,USA"}]},{"given":"Arnab","family":"Sarkar","sequence":"additional","affiliation":[{"name":"Indian Institute of Technology,Kharagpur,India"}]},{"given":"Mohsen","family":"Imani","sequence":"additional","affiliation":[{"name":"University of California,Irvine,USA"}]},{"given":"Nikil","family":"Dutt","sequence":"additional","affiliation":[{"name":"University of California,Irvine,USA"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/MLCAD58807.2023.10299874"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TCAD.2024.3483089"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1145\/3734523"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/ICLAD65226.2025.00010"},{"key":"ref5","article-title":"Unleashing the potential of llms for quantum computing: A study in quantum architecture design","author":"Liang","year":"2023","journal-title":"arXiv"},{"key":"ref6","volume-title":"Masala-chai: A large-scale spice netlist dataset for analog circuits by harnessing ai","author":"Bhandari","year":"2025"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1145\/3643681"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.52202\/075280-2308"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.52202\/075280-2725"},{"key":"ref10","article-title":"T-sar: A full-stack co-design for cpu-only ternary llm inference via in-place simd alu reorganization","author":"Oh","year":"2025","journal-title":"arXiv"},{"issue":"2","key":"ref11","first-page":"3","article-title":"Lora: Low-rank adaptation of large language models","volume":"1","author":"Hu","year":"2022","journal-title":"ICLR"},{"key":"ref12","article-title":"Dora: Weight-decomposed low-rank adaptation","volume-title":"Forty-first International Conference on Machine Learning","author":"Liu","year":"2024"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2024.emnlp-main.1202"},{"key":"ref14","article-title":"Apollo: Sgd-like memory, adamw-level performance","author":"Zhu","year":"2024","journal-title":"arXiv"},{"key":"ref15","article-title":"Llmem: Estimating gpu memory usage for fine-tuning pre-trained llms","author":"Kim","year":"2024","journal-title":"arXiv"},{"key":"ref16","volume-title":"Types of ai agents"},{"key":"ref17","article-title":"Code llama: Open foundation models for code","author":"Roziere","year":"2023","journal-title":"arXiv"},{"key":"ref18","article-title":"Deepseek-coder: When the large language model meets programming-the rise of code intelligence","author":"Guo","year":"2024","journal-title":"arXiv"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2024.acl-long.129"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.23919\/DATE64628.2025.10993072"},{"key":"ref21","volume-title":"Revisiting verilogeval: Newer llms, in-context learning, and specification-to-rtl tasks","author":"Pinckney","year":"2024"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2024.acl-demos.38"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1145\/3620665.3640366"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1017\/9781009200790"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1007\/10968987_3"}],"event":{"name":"2026 39th International Conference on VLSI Design & 25th International Conference on Embedded Systems (VLSID)","location":"Pune, India","start":{"date-parts":[[2026,1,3]]},"end":{"date-parts":[[2026,1,7]]}},"container-title":["2026 39th International Conference on VLSI Design & 25th International Conference on Embedded Systems (VLSID)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11433189\/11433171\/11433341.pdf?arnumber=11433341","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,18]],"date-time":"2026-03-18T05:34:41Z","timestamp":1773812081000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11433341\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,1,3]]},"references-count":25,"URL":"https:\/\/doi.org\/10.1109\/vlsid68508.2026.00044","relation":{},"subject":[],"published":{"date-parts":[[2026,1,3]]}}}