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Book review: Christoph Molnar. 2020. Interpretable Machine Learning: A Guide for Making Black Box Models Explainable
R. K. Sinha
Metamorphosis Published 2024/06/01
A study in scarlet
A. Doyle
New Scientist Published 2026/02/01
My Favorite Things
A. Klein
Mathematics Teacher: Learning and Teaching PK-12 Published 2025/05/01
MLGym: A New Framework and Benchmark for Advancing AI Research Agents
Deepak Nathani;Lovish MadaanNicholas RobertsNiko-lay BashlykovA. MenonVincent MoensA. BudhirajaDespoina MagkaVladislav VorotilovGaurav ChaurasiaDieuwke HupkesRicardo Silveira CabralTatiana ShavrinaJakob FoersterYoram BachrachWilliam Yang WangR. Raileanu
ArXiv Published 2025/02/20

Summary:

It is found that current frontier models can improve on the given baselines, usually by finding better hyperparameters, but do not generate novel hypotheses, algorithms, architectures, or substantial improvements.

Automated scoring of creative problem solving with large language models: A comparison of originality and quality ratings.
Simone A. Luchini;Nadine T. MaliakkalPaul V. DiStefanoAntonio LaverghettaJohn D. PattersonRoger E. BeatyR. Reiter‐Palmon
Psychology of Aesthetics, Creativity, and the Arts Published 2025/03/13
Increasing the impact of vertebrate scientific collections through 3D imaging: The openVertebrate (oVert) Thematic Collections Network
DC Blackburn;Doug M BoyerJaimi A. GrayJulie WinchesterJohn M. BatesStephanie L. BaumgartEmily BrakerDaryl ColdrenK. W. ConwayA. D. RaboskyNoé U de la SanchaCasey B. DillmanJ. DunnumCatherine M. EarlyBenjamin W. FrableMatthew GageJames HankenJ. MaisanoBen D. MarksKatherine P MaslenikovJohn E. McCormackRamon S. NagesanGregory G. PandelisH. L. PrestridgeD. RaboskyZ. RandallMark B. RobbinsLauren A ScheinbergCarol L. SpencerAdam SummersL. TapanilaCody W ThompsonLuke TornabeneG. Watkins-ColwellL. WeltonE. Stanley
Bioscience Published 2024/03/01
Group arts interventions for depression and anxiety among older adults: a systematic review and meta-analysis
Elizabeth A. Quinn;Emma MillardJanelle M. Jones
Nature. Mental Health Published 2025/03/01

Summary:

It is found that participation in shared artistic experience was associated with lower levels of depression and anxiety, and group arts are an effective intervention for addressing depression and anxiety among older adults.

Deep Learning Based Image Aesthetic Quality Assessment- A Review
Maedeh Daryanavard Chounchenani;A. ShahbahramiReza HassanpourGeorgi Gaydadjiev
ACM Computing Surveys Published 2025/02/08

Summary:

This study highlights several challenges, including adapting models for task-specific methodology, accounting for environmental factors influencing aesthetics, the lack of substantial datasets with appropriate labels, imbalanced data, preserving image aspect ratio and integrity in network architecture design, and the need for explainable AI to understand the causative factors behind aesthetic judgments.

The Music Industry
Charlie Wall-Andrews;Wendy Cukier
Artivate: A Journal of Entrepreneurship in the Arts Published 2025/11/22
Immediate Family
L. A. Nemrow
Literary Imagination Published 2025/02/11

Summary:

This book discusses Peter Maximoff's childhood, sibling Bonding, Star Trek TOS References, and more about Peter and Erik Lehnsherr.

Art or Artifact: Evaluating the Accuracy, Appeal, and Educational Value of AI-Generated Imagery in DALL·E 3 for Illustrating Congenital Heart Diseases
M. Temsah;Abdullah N. AlhuzaimiMohammed AlmansourF. AljamaanK. AlhasanMunirah A BatarfiI. AltamimiAmani E. AlharbiAdel Abdulaziz AlsuhaibaniL. AlwakeelAbdulrahman AlzahraniKhaled B. AlsulaimA. JamalAfnan KhayatMohammed H. AlghamdiR. HalwaniMuhammad Khurram KhanA. Al-EyadhyRakan I Nazer
Journal of Medical Systems Published 2024/05/23

Summary:

A vigilant approach is recommended towards the use of AI-generated imagery in medical education at present, underscoring the imperative for thorough validation and the importance of collaboration across disciplines.

Immersive heritage through Gaussian Splatting: a new visual aesthetic for reality capture
Osama Jamil;A. Brennan
Frontiers Comput. Sci. Published 2025/02/28

Summary:

This paper investigates the emerging use of 3D generative artificial intelligence models, particularly Gaussian Splatting (GS), for creating immersive virtual environments in architectural heritage contexts and assesses how GS can transform historical sites into immersive experiences by combining photorealism with artistic expression.

Integrating generative artificial intelligence into design and art course: Effects on student achievement, motivation, and self-efficacy
Jing Chen;N. A. M. MokminHanJun Su
Innovations in Education and Teaching International Published 2025/05/08

Summary:

Results showed that the ChatGPT-driven system provided personalised responses and immediate feedback, significantly enhancing student achievement, motivation, and self-efficacy, underscore the feasibility of integrating GenAI into design and art education and offer valuable insights for educators and curriculum developers.

Automated assessment of creativity in multilingual narratives.
Simone A. Luchini;Ibraheem Muhammad MoosaJohn D. PattersonDan R. JohnsonM. BaasB. BarbotIana BashmakovaM. BenedekQunlin ChenG. E. CorazzaBoris ForthmannB. GoeckeSameh Said‐MetwalyMaciej KarwowskiYoed N. KenettI. LebudaT. LubartKirill G. MiroshnikFelix-Kingsley ObialoMarcela Ovando-TellezRicardo PrimiRogelio Puente‐DíazClaire StevensonE. VolleAleksandra ZielińskaJanet G. van HellWenpeng YinRoger E. Beaty
Psychology of Aesthetics, Creativity, and the Arts Published 2025/03/13
It's All About Your Sketch: Democratising Sketch Control in Diffusion Models
Subhadeep Koley;A. BhuniaDeeptanshu SekhriAneeshan SainPinaki Nath ChowdhuryTao XiangYi-Zhe Song
2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Published 2024/03/12

Summary:

This paper unravels the potential of sketches for diffusion models, addressing the deceptive promise of direct sketch control in generative AI, and introduces an abstraction-aware framework, using a sketch adapter, adaptive time-step sampling, and discriminative guidance from a pre-trained fine-grained sketch-based image retrieval model, working synergistically to reinforce fine-grained sketch-photo association.

Design and Control of a Bipedal Robotic Character
R. Grandia;Espen KnoopMichael A. HopkinsGeorg WiedebachJared BishopSteven PicklesDavid MüllerMoritz Bächer
ArXiv Published 2024/07/15

Summary:

This work introduces a new bipedal robot, designed with a focus on character-driven mechanical features, and presents a reinforcement learning-based control architecture to robustly execute artistic motions conditioned on command signals.

Colors of the mind: a meta-analysis of creative arts therapy as an approach for post-traumatic stress disorder intervention
Jiahua Wang;Bo ZhangRosliza YahayaA. Abdullah
BMC Psychology Published 2025/01/12
Reporting guidelines for music-based interventions: An update and validation study
Sheri L. Robb;Stacey SpringsEmmeline EdwardsTasha L. GoldenJulene K. JohnsonDebra S. BurnsM. BelgraveJ. BradtChristian GoldAssal HabibiJohn R. IversenMiriam LenseJessica A. MacLeanSusan M. Perkins
Integrative Medicine Research Published 2025/07/01

Summary:

The revised RG-MBI checklist has a total of 12-items that pertain to eight different components of MBI interventions including name, theory/scientific rationale, content, interventionist, individual/group, setting, delivery schedule, and treatment fidelity and is recommended to accelerate and improve the scientific rigor of MBI research.

Kästner-Handbuch. Leben—Werk—Wirkung. [Kästner-Handbook. Life—Work—Impact.] ed. by Stefan Neuhaus (review)
Ines Galling;Nikola von Merveldt
Bookbird: A Journal of International Children's Literature Published 2024/06/11
Leveraging AI in design education: exploring virtual instructors and conversational techniques in flipped classroom models
Jing Chen;N. A. M. MokminQi ShenHanJun Su
Education and Information Technologies Published 2025/02/27

Summary:

The results indicate that the AI-generated virtual instructor significantly enhances affective engagement and has a comparably beneficial effect on academic performance and cognitive load compared to the human instructor, and the conversational teaching style considerably improves students’ academic performance, reduces cognitive load, and fosters engagement.

Music Generation Using Deep Learning and Generative AI: A Systematic Review
Rohan Mitra;Imran A. Zualkernan
IEEE Access

Summary:

The findings suggest that GANs with spectrograms and RNNs with MIDI data are particularly effective for generating multi-track music, while autoregressive models like MusicGen and transformer models demonstrate superior performance in capturing long-term dependencies in music generation.

DIGITAL PRESERVATION AND INTELLIGENT INNOVATION IN TRADITIONAL AND MODERN ARTS
Dr. Amit Verma;Archana KaleK. AgarwalAbhijit ChandratreyaA. RaniSamir. N. Ajani
ShodhKosh: Journal of Visual and Performing Arts Published 2026/02/17
Governance Strategies for the Management of Museums and Heritage Institutions
H. Mendoza;A. S. Talavera
Heritage Published 2025/04/01
Living geometry, AI tools, and Alexander's 15 fundamental properties. Remodel the architecture studios!
N. Salingaros
Frontiers of Architectural Research Published 2025/02/01
Digital Sustainability of Heritage: Exploring Indicators Affecting the Effectiveness of Digital Dissemination of Intangible Cultural Heritage Through Qualitative Interviews
Zi Yan;C. LimS. A. HalimMinhaz Farid AhmedK. TanLucheng Li
Sustainability Published 2025/02/14
Generative AI-powered arts-based learning in middle school history: Impact on achievement, motivation, and cognitive load
Jing Chen;N. A. M. MokminShen Qi
The Journal of Educational Research Published 2025/05/31

Summary:

Results highlighted the effectiveness of the GAI-powered ABL learning system in enhancing students’ historical knowledge and motivation and reducing cognitive load.

Relationships between arts participation, social cohesion, and well-being: an integrative review of evidence
J. Sonke;V. PesataAaron J. ColversonJane Morgan-DanielAlexandra K. RodriguezGray Davidson CarrollShanaé BurchA. AbrahamSeher AkramStefany MarjaniCassandra BeldenHiba Karim
Frontiers in Public Health Published 2025/05/09
Beyond Aesthetics: Cultural Competence in Text-to-Image Models
Nithish Kannen;Arif AhmadMarco AndreettoVinodkumar PrabhakaranUtsav PrabhuA. B. DiengPushpak BhattacharyyaShachi Dave
ArXiv Published 2024/07/09

Summary:

This work introduces a framework to evaluate cultural competence of T2I models along two crucial dimensions: cultural awareness and cultural diversity, and presents a scalable approach using a combination of structured knowledge bases and large language models to build a large dataset of cultural artifacts to enable this evaluation.

Evaluating user experience in cultural heritage through virtual reality simulations
Shinnu Jangra;Gurjinder SinghA. Mantri
Virtual Archaeology Review Published 2025/01/31

Summary:

The Emotion questionnaire validates the impact of virtual museum tours on emotional states, including positive, negative, and boredom, compared to traditional methods, and suggests that VR can revolutionize heritage experiences by deepening visitor understanding.

Creative experiences and brain clocks
Carlos Coronel-Oliveros;Joaquín MigeotFernando LehueLucia AmorusoNatalia Kowalczyk-GrebskaNatalia JakubowskaKanad N. MandkeJ. SeabraPatricio OrioDominic CampbellRaúl González-GómezPavel PradoJhosmary CuadrosEnzo TagliazucchiJ. CruzatAgustina LegazVicente MedelHernan HernandezSol FittipaldiFlorencia AltschulerSebastian MoguilnerSandra BaezHernando Santamaría-GarcíaA. González-HernándezJ. Bonilla-SantosB. GüntekinC. BabiloniDaniel AbasoloG. Di CaterinaG. YenerJavier EscuderoJ. Ochoa-GómezMarcio Soto-AñariMartin A. BrunoP. Valdés-SosaRenato AnghinahR. A. Gonzalez-MontealegreRuaridh A. ClarkAdolfo M. GarcíaLaura KaltwasserMartin SchürmannJ. MeierA. BrzezickaRobert WhelanB. LawlorIan H. RobertsonChristopher BaileyL. MelloniNisha SajnaniAgustín Ibáñez
Nature Communications Published 2025/10/03
RoomDreaming: Generative-AI Approach to Facilitating Iterative, Preliminary Interior Design Exploration
Shun-Yu Wang;Wei SuSerena ChenChing-Yi TsaiMarta MisztalKatherine M. ChengA. LinYu ChenMike Y. Chen
Proceedings of the 2024 CHI Conference on Human Factors in Computing Systems Published 2024/05/11

Summary:

RoomDreaming empowers owners and designers to rapidly and efficiently iterate through a broad range of AI-generated, photo-realistic design alternatives, each uniquely tailored to fit actual space layouts and individual design preferences.

From physical to virtual art exhibitions and beyond: Survey and some issues for consideration for the metaverse
S. Sylaiou;P. DafiotisD. KoukopoulosChr. KoukoulisR. VitalA. AntoniouChristos A. Fidas
Journal of Cultural Heritage
Digital Mirrors and the Glimmer of Postdigital Feminisms
Zoe Hurley;A. Evans
Postdigital Science and Education Published 2025/05/14
A reproducible workflow for the creation of digital twins in the cultural heritage domain
Barzaghi Sebastian;Alice BordignonFederica CollinaF. FabbriB. FaniniD. FerdaniB. GualandiIvan HeibiNicola MarinielloArcangelo MassariM. MassiddaA. MorettiSilvio PeroniS. PescarinMaria Felicia RegaGiulia RendaMattia Sullini
Transformations: A DARIAH Journal Published 2025/07/25
Science × art: spotlighting unconventional collaborations.
Charles C. Davis;Jackson KehoeA. KnaapChristopher D. M. Atkins
Trends in ecology & evolution Published 2025/01/01

Summary:

Science × art collaborations can effectively convey scientific insights to a wide audience and hold potential as valuable tools for understanding biodiversity.

The art of arts-based interventions in transdisciplinary sustainability research
Sophia-Marie Horvath;Ulrike PayerhoferA. WalsG. Gratzer
Sustainability Science Published 2025/01/11
Technical Harmony and its Functional and Aesthetic Reflection in the Designs of Interior Spaces
Hisham Zamil Hamdan;Maysoon qutbA. AalMontaha Sabah Hatem
Iraqi Journal of Applied Art Published 2025/01/16
Reductive, Exclusionary, Normalising: The Limits of Generative AI Music
Fabio Morreale;Marco A. Martínez RamírezRaul MasuWei-Hsiang LiaoYuki Mitsufuji
Trans. Int. Soc. Music. Inf. Retr.
Towards a Sustainable Cultural Identity for Arabic Calligraphy in Furniture Design Through Artificial Intelligence Applications
A. Abouelela;Khaled Al-SaudI. MahmoudDalia Ali Abdel MoneimRommel AlaliM. A. M. Ali
Sustainability Published 2025/04/30

Summary:

The results of this study concluded that there are various aesthetic values in the use of Arabic calligraphy that can be used to create contemporary furniture designs using artificial intelligence techniques to preserve its sustainability.

The Road Ahead: Emerging Trends, Unresolved Issues, and Concluding Remarks in Generative AI - A Comprehensive Review
B. S.;Vanajaroselin ChirchiSeifedine KadryMoorthy AgoramoorthyG. PS. KSivakumar T. A.
Int. J. Intell. Syst. Published 2024/01/01

Summary:

A comprehensive review of generative AI’s evolution, significance, and applications, including the foundational architectures such as generative adversarial networks, variational autoencoders, autoregressive models, flow‐based models, and diffusion models, are provided.

Enhancing primary school students’ performance, flow state, and cognitive load in visual arts education through the integration of augmented reality technology in a card game
Jing Chen;N. A. M. Mokmin
Education and Information Technologies Published 2024/01/29

Summary:

The study concluded that AR technology significantly improved student performance, flow state, and reduced cognitive load, highlighting its potential to enhance visual arts education.

The Role of Audio in Immersive Storytelling: a Systematic Review in Cultural Heritage
A. Privitera;Federico FontanaMichele Geronazzo
Multimedia Tools and Applications Published 2024/06/26

Summary:

This review aims to investigate the opportunities that soundscape design and advanced sonic interactions in virtual and augmented environments can bring to cultural heritage sites and museums in terms of presence, emotional content, and cultural dissemination.

Unveiling the Canvas: Sustainable Integration of AI in Visual Art Education
HanJun Su;N. A. M. Mokmin
Sustainability Published 2024/09/09

Summary:

An in-depth examination of the intersection of sustainable technologies, pedagogical theories, and assessment methods within visual art education indicates that the use of technology in art education is still in its nascent stages, yet it holds significant potential for sustainable development.

Drawings of THINGS: A large-scale drawing dataset of 1854 object concepts
Kushin Mukherjee;Holly HueyLaura M. StoinskiM. HebartJudith E. FanWilma A Bainbridge
Behavior Research Methods Published 2026/01/30

Summary:

This paper introduces Drawing of THINGS, a novel dataset of 28,627 human drawings of 1854 diverse object concepts sampled systematically from concrete picturable and nameable nouns in the American English language, mirroring the structure of the THINGS image database.

ART3mis: Ray-Based Textual Annotation on 3D Cultural Objects
Vasileios Arampatzakis;Vasileios SevetlidisF. ArnaoutoglouA. KalogerasChristos KoulamasA. LalosC. KiourtGeorge IoannakisA. KoutsoudisGeorge Pavlidis
ArXiv Published 2026/02/13

Summary:

ART3mis is a general-purpose, user-friendly, interactive textual annotation tool for 3D objects that can handle detailed 3D cultural objects in real-time and store textual annotations for multiple complex regions in JSON data format.

Algorithmic Ways of Seeing: Using Object Detection to Facilitate Art Exploration
Louie Søs Meyer;Johanne Engel AaenAnitamalina Regitse TranbergPeter KunMatthias Anton FreibergerSebastian RisiA. Løvlie
Proceedings of the 2024 CHI Conference on Human Factors in Computing Systems Published 2024/03/28

Summary:

An interactive application called SMKExplore is presented, which allows users to explore a museum’s digital collection of paintings by browsing through objects detected in the images, as a novel form of open-ended exploration.

Machine Learning Processes As Sources of Ambiguity: Insights from AI Art
Christian Sivertsen;Guido SalimbeniA. LøvlieS. BenfordJichen Zhu
Proceedings of the 2024 CHI Conference on Human Factors in Computing Systems Published 2024/03/14

Summary:

The finding indicates that the current conceptualization of ML as a design material needs to reframe the ML process as design elements, instead of technical details, and offers reflections on commonly held assumptions in HCI about ML uncertainty, dependability, and explainability.

Digital Twin Sensors in Cultural Heritage Ontology Applications
Franco Niccolucci;A. Felicetti
Sensors (Basel, Switzerland) Published 2024/06/01

Summary:

A novel ontology named the Reactive Digital Twin Ontology is described, in which sensors, activators, and the decision processes are also semantically described, turning the previous synchronic approach to cultural heritage documentation into a diachronic one.

A study on levels of detail for presenting 3D models of historical costumes online
A. Moskvin;M. MoskvinaVictor Kuzmichev
Digit. Appl. Archaeol. Cult. Heritage Published 2025/01/01
Underground AI? Critical Approaches to Generative Cinema through Amateur Filmmaking
Brett A. Halperin;D. F. RuízDaniela K. Rosner
Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems Published 2025/04/25

Summary:

An 11-week diary study with 20 amateur filmmakers of 15 AI-infused films, investigating the emerging space of generative cinema as a critical technical practice and discussing how four critical approaches to negotiating AI use in filmmaking suggest the potential for underground filmmaking cultures to form around AI.

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