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Practitioners have reported a directional pattern in AI-assisted code generation: AI-generated code tends to fail quietly, preserving the appearance of functionality while degrading or concealing guarantees. This paper introduces the…

Software Engineering · Computer Science 2026-04-21 William M. Parris

Aligning the rhythm of visual motion in a video with a given music track is a practical need in multimedia production, yet remains an underexplored task in autonomous video editing. Effective alignment between motion and musical beats…

Computer Vision and Pattern Recognition · Computer Science 2025-06-24 Xinyu Zhang , Dong Gong , Zicheng Duan , Anton van den Hengel , Lingqiao Liu

New systems employ Machine Learning to sift through large knowledge sources, creating flexible Large Language Models. These models discern context and predict sequential information in various communication forms. Generative AI, leveraging…

Artificial Intelligence · Computer Science 2023-07-19 Ted Selker

Context is critical for meaningful interactions between people and Generative AI (GenAI). Yet mainstream tools offer limited means to orchestrate it, particularly across workflows that span multiple interactions, sessions, and models, as…

Human-Computer Interaction · Computer Science 2025-08-28 Srishti Palani , Gonzalo Ramos

As the AI supply chain grows more complex, AI systems and models are increasingly likely to incorporate multiple internally- or externally-sourced components such as datasets and (pre-trained) models. In such cases, determining whether or…

Artificial Intelligence · Computer Science 2024-09-16 Bill Marino , Yaqub Chaudhary , Yulu Pi , Rui-Jie Yew , Preslav Aleksandrov , Carwyn Rahman , William F. Shen , Isaac Robinson , Nicholas D. Lane

Real-time music accompaniment generation has a wide range of applications in the music industry, such as music education and live performances. However, automatic real-time music accompaniment generation is still understudied and often…

Amid the rising intersection of generative AI and human artistic processes, this study probes the critical yet less-explored terrain of alignment in human-centric automatic song composition. We propose a novel task of Colloquial…

Sound · Computer Science 2024-07-12 Zihao Wang , Haoxuan Liu , Jiaxing Yu , Tao Zhang , Yan Liu , Kejun Zhang

Drawing supports learning by externalizing mental models, but providing timely feedback at scale remains challenging. We present Draw2Learn, a system that explores how AI can act as a supportive teammate during drawing-based learning. The…

Human-Computer Interaction · Computer Science 2026-02-03 Yuqi Hang

The rapid rise of generative AI has intensified copyright and economic tensions in creative industries, particularly in music. Current approaches addressing this challenge often focus on preventing infringement or establishing one-time…

Artificial Intelligence · Computer Science 2025-12-03 Junwei Deng , Xirui Jiang , Shiyuan Zhang , Shichang Zhang , Himabindu Lakkaraju , Ruijiang Gao , Chris Donahue , Jiaqi W. Ma

As online communication continues to expand, participants often face cognitive fatigue and reduced engagement. Cognitive augmentation, which leverages technology to enhance human abilities, offers promising solutions to these challenges. In…

Human-Computer Interaction · Computer Science 2025-03-04 Haruki Suzawa , Ko Watanabe , Andreas Dengel , Shoya Ishimaru

This paper describes MAIA, a Multimodal Automated Interpretability Agent. MAIA is a system that uses neural models to automate neural model understanding tasks like feature interpretation and failure mode discovery. It equips a pre-trained…

Artificial Intelligence · Computer Science 2025-02-13 Tamar Rott Shaham , Sarah Schwettmann , Franklin Wang , Achyuta Rajaram , Evan Hernandez , Jacob Andreas , Antonio Torralba

Legal information in India remains largely inaccessible due to the complexity of legal language and the sheer volume of legal documentation involved in research and case analysis. This paper presents NyayaAI, an AI-powered legal assistant…

Computation and Language · Computer Science 2026-05-12 Deepanshu , Divi Saxena , Deepali Rana , Ayesha Varshney , Sahinur Rahman Laskar

A song's backbone is its chord progressions, a series of chords that improve the harmony and add to the overall composition. For individuals ranging from beginners to creative artists, comprehending and implementing music theory grammar for…

Sound · Computer Science 2024-09-11 Aditya Lakshminarasimhan

Layout design is ubiquitous in many applications, e.g. architecture/urban planning, etc, which involves a lengthy iterative design process. Recently, deep learning has been leveraged to automatically generate layouts via image generation,…

Computer Vision and Pattern Recognition · Computer Science 2022-06-09 Feixiang He , Yanlong Huang , He Wang

As AI-powered code generation tools such as GitHub Copilot become popular, it is crucial to understand software developers' trust in AI tools -- a key factor for tool adoption and responsible usage. However, we know little about how…

Human-Computer Interaction · Computer Science 2024-05-29 Ruotong Wang , Ruijia Cheng , Denae Ford , Thomas Zimmermann

Most personal wellbeing apps present summative dashboards of health and physical activity metrics, yet many users struggle to translate this information into meaningful understanding. These apps commonly support engagement through goals,…

Human-Computer Interaction · Computer Science 2026-01-22 Shanshan Zhu , Wenxuan Song , Jiayue Melissa Shi , Dong Whi Yoo , Karthik S. Bhat , Koustuv Saha

We present SingSong, a system that generates instrumental music to accompany input vocals, potentially offering musicians and non-musicians alike an intuitive new way to create music featuring their own voice. To accomplish this, we build…

We introduce GAIA, a benchmark for General AI Assistants that, if solved, would represent a milestone in AI research. GAIA proposes real-world questions that require a set of fundamental abilities such as reasoning, multi-modality handling,…

Computation and Language · Computer Science 2023-11-23 Grégoire Mialon , Clémentine Fourrier , Craig Swift , Thomas Wolf , Yann LeCun , Thomas Scialom

We present Erato, a framework designed to facilitate the automated evaluation of poetry, including that generated by poetry generation systems. Our framework employs a diverse set of features, and we offer a brief overview of Erato's…

Computation and Language · Computer Science 2023-11-01 Manex Agirrezabal , Hugo Gonçalo Oliveira , Aitor Ormazabal

Digital Audio Workstations (DAWs) offer fine control, but mapping high-level intent (e.g., "warm the vocals") to low-level edits breaks creative flow. Existing artificial intelligence (AI) music generators are typically one-shot, limiting…

Human-Computer Interaction · Computer Science 2025-12-04 Aaron C Elkins , Sanchit Singh , Adrian Kieback , Sawyer Blankenship , Uyiosa Philip Amadasun , Aman Chadha
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