https://www.youngju.dev/blog 천천히 올바르게. AI Researcher & DevOps Engineer Youngju's tech blog. GPU/CUDA, LLM, MLOps, Kubernetes AI workloads, distributed training, and data engineering. ko fjvbn2003@gmail.com (Youngju Kim) fjvbn2003@gmail.com (Youngju Kim) Tue, 30 Jun 2026 00:00:00 GMT https://www.youngju.dev/blog/ai-papers/2026-06-30-sota-music-audio-generation.en https://www.youngju.dev/blog/ai-papers/2026-06-30-sota-music-audio-generation.en A lineage-focused overview from audio representations (waveform, spectrogram, neural codec) to autoregressive audio language models, diffusion-based audio, and text-to-music conditioning. We analyze the principles of the EnCodec, MusicGen, and AudioLM families, along with commercial models and evaluation and copyright issues, from an architectural perspective. Tue, 30 Jun 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) ai-papersaudio-generationmusic-generationneural-codecaudio-language-modelgenerative-ai https://www.youngju.dev/blog/ai-papers/2026-06-30-sota-music-audio-generation.ja https://www.youngju.dev/blog/ai-papers/2026-06-30-sota-music-audio-generation.ja オーディオ表現(波形・スペクトログラム・ニューラルコーデック)から自己回帰オーディオ言語モデル、拡散ベースのオーディオ、テキスト音楽条件付けまで、系譜を中心に整理します。EnCodec、MusicGen、AudioLM系列の原理と商用モデル、評価・著作権の論点をアーキテクチャの観点から分析します。 Tue, 30 Jun 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) ai-papersaudio-generationmusic-generationneural-codecaudio-language-modelgenerative-ai https://www.youngju.dev/blog/ai-papers/2026-06-30-sota-music-audio-generation https://www.youngju.dev/blog/ai-papers/2026-06-30-sota-music-audio-generation 오디오 표현(파형·스펙트로그램·뉴럴 코덱)부터 오토리그레시브 오디오 언어모델과 확산 기반 오디오, 텍스트-음악 조건화까지 계보 중심으로 정리합니다. EnCodec, MusicGen, AudioLM 계열의 원리와 상용 모델, 평가·저작권 쟁점을 아키텍처 관점에서 분석합니다. Tue, 30 Jun 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) ai-papersaudio-generationmusic-generationneural-codecaudio-language-modelgenerative-ai