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.
This paper analyzes workflows from recent AI-driven films to understand how GenAI contributes to character creation, aesthetic styling, and narration, and explores key strategies for maintaining character consistency, achieving stylistic coherence, and ensuring motion continuity.
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.
The current utility of generative AI is highlighted as an inspirational and conceptual mentor rather than a precise artistic tool, highlighting the need for structured training and a balanced integration of generative AI with traditional design methods.
The present review of 94 papers published between 2013 and 2022 that follows PRISMA methodology on virtual reconstruction of CH for iVR identifies the key factors behind the development of these applications and their standards.
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.
Lux Post Facto is introduced, a novel portrait video relighting method that produces both photorealistic and temporally consistent lighting effects and uses a hybrid dataset consisting of static expression OLAT data and in-the-wild portrait performance videos to jointly learn relighting and temporal modeling.
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.
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.
The study found that motion sickness was significantly reduced in wearable-VR compared to mobile-VR experiences, and indicated that the wearable-VR system more effectively immerses the audience.
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.
Generative Strokes—freeform strokes that spatially modulate generation and prompt-parameters (articulated along multiple latent semantic or stylistic dimensions) afford rapid traversal of design spaces via convergence, divergence, re-composition, blending, and remixing of concepts.
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.
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.
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.
It is found that low-effort and "off-the-shelf"techniques, such as image upscaling, are sufficient to create robust mimicry methods that significantly degrade existing protections.
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.
This work identifies significant shortcomings and limitations of PNE and raises the possibility that gaining a broadly scientifically accurate understanding of “how pain works” may be critical for subsequent pain and disability improvements.
This book discusses Peter Maximoff's childhood, sibling Bonding, Star Trek TOS References, and more about Peter and Erik Lehnsherr.
This study highlights the effectiveness of adopting XR as a supporting technology to complement the real experience of cultural heritage valorization and proposes a metaverse application inspired by the events of the Italian Resistance, promoting interactions between multiple users in an immersive VR experience while safeguarding intangible cultural assets according to an edutainment approach.
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.
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.
A longitudinal account of two months of codesign with top local jazz musicians, spanning early explorations, the identification of emerging goals, and rehearsals, culminates in a public concert featuring three pieces co-improvised with AI agents, which see a unique practice emerging through this musician-AI live improv medium.
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.
ArtKrit is a tool that scaffolds the process of replicating a reference image into three main steps: composition, value, and color, and suggests that computational scaffolds that enact new norms may drive new artistic insights.
The results indicate that digital dissemination effect indicators of traditional techniques are shifting from primarily technology-oriented to focusing on the authenticity and integrity of cultural connotation and skill transmission, thereby promoting the sustainable development of cultural heritage.
The results showed a significant reduction in anxiety and an increase in well-being, and a reduction in healthcare consumption, which support the need for a larger, randomized controlled trial to explore the therapeutic potential of creative arts therapy in PD care.
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.
SketchAI is introduced, a novel sketch-first interface for diffusion models that allows practitioners to use real-time sketching on a tablet computer to guide model outputs and unearthed hidden complexity: while generative AI can support some aspects of creativity, its core capabilities may challenge the central identity of creative practitioners.
It is suggested that unlearning-based approaches can be effectively adapted to music generative models, introducing large-scale TDA to this domain and paving the way for more ethical and accountable AI systems for music creation.
Article Galaxy Pages is a free service from Research Solutions, a company that offers access to content in collaboration with publishing partners, online repositories and discovery services.