Publications
Contributions as Book Chapters, Journal Publications, and Proceedings will be listed here as soon preprints are made available online.
Books
Book chapters and full contributions will be listed here as soon as preprints are made available online.
Theory of BCI-Aided Architecture and the Visual Arts
Cutellic P. - in , Springer Nature 2026 (upcoming)
The book explores how cognitive science, neuroscience, and AI reshape modelling in architecture and the visual arts. It introduces two key hypotheses—Variance and Cardinality—examining how flexibility, diversity, and structured representation drive creativity and design. The book traces the evolution of architectural modelling, the cognitive turn, and the impact of artificial intelligence. Concepts like compositionality and architectonics build bridges between human cognition and computational design. It proposes innovative uses of Brain-Computer Interfaces (BCIs) to enhance creativity and modelling. The book also generalises these insights to the visual arts and broader creative fields, addressing challenges in decoding significance and fostering mindful human-machine communication. Variance and Cardinality offers a forward-thinking framework for navigating design, representation, and creativity in the digital age.
Interactive and Generative modeling loop. Neuramod.
Journals
Journal contributions for work-in-progress and full papers will be listed here as soon as preprints are made available online.
Study Protocol for Randomized Trials on Visual ERP for multiclass discrimination in CAAD applications
Cutellic P., Qureshi N.K. - in BMC Trials, 2022 (Work-In-Progress)
The proposed study aims to observe the detection of Event-Related Potentials’ components and correlated neural phenomena under the visual presentation of complex stimuli and devise processing methods that would generalize their classification for applications in Computer-Aided Architectural Design, where visual complexity becomes an intrinsic feature of the tasks. It aims to investigate the cardinality of discriminative neural patterns correlated with the presentation of complex visual stimuli by detecting subcomponents of these neural phenomena using the designed system on short and prolonged periods of time and involving participants from architecture, visual arts or related fields. Subsequent results will bring to further discussion the role of visual experience in such system and the range it might address in the population segment.
Population segment sample. Neuramod.
Proceedings
Contributions to Conferences and Symposium Proceedings will be listed here as soon as preprints are made available online.
An Inverse Modeling Method to Estimate Uncertain Spatial Configurations From 2D Information and Time-Based Visual Discriminations
Cutellic P. - in Proceedings of Design Modelling Symposium, Berlin, 2022 (Full Paper)
2D to 3D inverse modeling. Neuramod.
Courses
Academic obligatory and elective courses.
Architecture and its Cognition, Architectonics From The Mind.
CAAD Theory, Elective course Bc./Ms., Autumn-Spring semester 2024-2025, Dr. Sc. P. Cutellic
If architecture aims to produce signification by articulating things together, where is such signification emerging from, and how? From a thing-in-the-world to an object-in-the-mind, to an object- in-the-world. This is the path the course will follow to introduce and discuss important research about human perception, cognition, and the capacity to make sense of the world and eventually act upon it. Such a path has been observed and questioned throughout centuries of human history and technological innovation and offers great potential for the near future of architecture. What questions and ideas emerged from that position in the worlds of arts, humanities, and science? What is at stake in digital industries, and what are the active research topics? Does it challenge the way we approach and experience architecture and its tasks? The course will start with these questions to depict in broad strokes the richness of ideas architecture and its cognition may offer.
Left: The Finitorium. Leon Battista Alberti, De Statua, 1536. Right: Friedrich Kiesler, Arch as a Rainbow of Shells, 1960–1965. The Estate of Frederick Kiesler, New York © Österreichische Friedrich und Lillian Kiesler-Privatstiftung, Wien.
Las Meninas, Las Vegas and Two Crises
Dr. Sc. Pierre Cutellic, ETH, 23.09.2024
This first course introduces students to the fundamentals of architectonics, framed within the crisis of meaning that dominated architectural thought in the second half of the 20th century. Surprisingly, the same concerns surfaced across the sciences, leading to the so-called cognitive crisis—a profound questioning of how meaning is constructed yet largely ignored in architecture. By drawing from these parallel intellectual movements, the course will provoke a deeper exploration of how things come to sense, connecting these vast ideas back to architecture. As a point of departure, the question leading the reflection from a human-centred perspective will be how architecture can now deal with and make sense of the world. The journey begins with a striking lesson drawn from a baroque masterpiece of the 17th century, opening new perspectives on architectural meaning and its reticulations.
Surroundings and Their Perception
Guest Speaker: Prof. Dr. Chris Salter, ZHdK, 14.10.2024
This course session delves into the concept of architectural surroundings as proposed by the architect/artist duo Madeline Gins and Arakawa, and seen from the lens of contemporary interactive and immersive media arts. Their radical approach reimagines architecture as a dynamic, interactive force that must actively stimulate and engage its occupants, rather than merely providing a static, passive environment. The duo’s vision, which grew out of 20th-century experimental architecture, emphasizes the need for continuous interaction between humans and their surroundings, proposing that architecture can shape consciousness by surrounding individuals with sensory-rich stimuli that encourage participation and immersion. This session explores how architecture can afford such interaction and questions its capacity to foster an immersive environment that enhances spatial awareness and sensory engagement. Through the lens of Gins and Arakawa’s work, students will critically assess the degree to which architecture is responsible for actively surrounding and involving human beings in sensory experiences that enrich environmental understanding. The discussion leads to a broader inquiry: what is the necessary reciprocal involvement of humans and their architectural surroundings in establishing meaningful immersion? By considering these ideas, students will explore the limits and potential of architecture as an active agent in shaping both individual perception and collective experience within the built environment.
Empirical and Embodied Aesthetics Perspectives
Guest Speaker: Prof. Dr. Emily S. Cross, ETH, 04.11.2024
In this presentation, Emily Cross explores the research field of neuroaesthetics, focusing on the embodied and empirical aspects of how humans appreciate built forms. Drawing from related research, she highlights the neurophysiological dimensions that underpin aesthetic experiences, offering insights into how our brains and bodies engage with architectural environments and objects. Cross delves into the interplay between aesthetic adoption and the innate human desire for variation and renewal, examining how perceptions of typicality and novelty shape our responses to design. An emerging question from the presentation might be: do aesthetic features reside exclusively within the object, or are they constructed in the mind? Cross explains on how cognitive and sensory processes interact with architectural elements, revealing the reciprocal relationship between the built environment and the observer’s neurophysiology. The presentation challenges conventional notions of aesthetic appreciation, advocating for a more integrated understanding of how humans experience design. Cross’s perspective provides valuable insights for designers and architects, emphasizing the importance of considering not only the visual but also the cognitive and embodied responses to architectural spaces, ultimately enriching our understanding of the dynamic interplay between form, perception, and meaning.
Empirical and Embodied Aesthetics Perspectives
Guest Speaker: Ass. Prof. Dr. Zakaria Djebbara, AAU, 02.12.2024
Zakaria Djebbara’s video presentation surveys his research bridging human cognition with spatial design. The lecture revisits the origins of neuroarchitecture and some historical points, focusing on how environmental features and sensorimotor responses underpin cognitive and behavioural processes. By tracing developments in neuroscience, philosophy, and psychology, he highlights the transformative role of neuroimaging technologies in deepening our understanding of how the brain interacts with designed spaces. Key theoretical frameworks, including psychophysics and ecological psychology, are introduced to explain human perception and environmental engagement. These concepts provide a foundation for examining cutting-edge research on rhythmic design, spatial configurations, and their influence on behavioural patterns. Looking toward the future, Djebbara poses critical questions about designing for cognitive functions like working memory and explores the potential integration of augmented reality in architectural practice. This engaging presentation underscores the importance of a multidisciplinary approach, inviting further inquiry into the complex interplay between neuroscience, architecture, and the lived human experience. Reticulating beyond the presented content, one might wonder about the evolving roles of semantics in designed objects and the relative independence of affordances, emphasizing their dynamic impact on human interaction.
Getting Lost in Buildings
Guest Speaker: Prof. Dr. Christoph Hoelscher, ETH, 30.09.2024
This session challenges students to critically examine the relationship between design intent and the lived experience of navigating built environments. Through an extensive survey of cognitive science research, the course investigates how humans navigate complex informational landscapes, highlighting the processes of orientation, wayfinding, and the potential for disorientation within architectural spaces. Students will engage with theoretical frameworks that juxtapose the abstract nature of design with the tangible realities of physical experience, fostering a nuanced understanding of architectural rhetoric versus empirical observations. It encourages a reflective distance between the virtual constructs of design and their actual use, prompting students to consider the implications of this dichotomy on architectural practice. Central to the discourse is the inquiry: to what extent can architectural design incorporate scientific insights and empirical findings into its conceptual frameworks?
Architectonics from Artificial Minds
Guest Speaker: Ass. Prof. Dr. Immanuel Koh, SUTD, 28.10.2024
This session explores the frontiers of generative AI in architecture, introducing students to some of the latest research trends in machine learning’s creative applications. Immanuel Koh delves into the evolving role of AI models, examining their potential to both complement and challenge human creativity in the architectural design process. By showcasing recent advancements, he highlights AI’s ability to generate, evaluate, and adapt complex forms and spatial concepts, inviting an investigation into how these technologies might expand architects’ creative boundaries. Central to this discussion is a probing question: how might human intelligence and AI’s capacities intersect, interact, and even emulate one another? It suggests a future where AI not only assists in repetitive or technical tasks but actively participates in creative ideation, bringing a collaborative intelligence to architectural design. By combining human intuition with machine precision, the presentation hints at a transformative shift, one that holds the promise of discovering new architectural vocabularies and exploring spaces previously unimagined, all while remaining critically aware of each entity’s unique capabilities and constraints.
Effects of Biophilic Design on Emotions, Cognition and Neurophysiology
Guest Speaker: Dr. Julie Milovanovic, UNCC, 11.11.2024
Julie Milovanevic, an architect and researcher at UNCC specializing in design cognition, education, and sustainable design, presents her findings on biophilic design’s impact on well-being. Rooted in our innate biological and genetic connections to nature, her research investigates the psychophysiological effects of exposure to natural elements within the built environment. The presentation explores two experimental studies assessing cognitive and neurophysiological responses to biophilic design. In one study, design students worked in a space featuring an algae façade, allowing for analysis of their performance and engagement. The second study measured participants’ reactions to images containing biophilic elements, using tools such as eye trackers and functional near-infrared spectroscopy (fNIRS). These methods provided objective data on how natural elements in spaces affect perception, cognition, and emotional well-being. By blending subjective evaluations with empirical measurements, Milovanevic sheds light on the challenges of quantifying which biophilic features most effectively support health and productivity. Her research underscores the importance of integrating nature into architectural design to create environments that foster physical and mental wellness, offering new pathways for sustainable and health-conscious design practices. Extrapolating from this body of work, one might raise critical questions: To what extent does conceptual biophilic content influence the mind? And is biophilia a feature-wise or object-wise principle?
On Composition and Compositionality
Guest Speaker: Dr. Sc. Pierre Cutellic, ETH, 17.02.2025
Pierre Cutellic’s lecture explores the intricate interplay between architectural composition and cognitive science, posing profound questions about the origins of signification in built form. The lecture begins by interrogating whether architecture’s primary aim is to produce meaning through articulating parts, and if so, where does this signification emerge? Drawing on advances in cognitive science, Cutellic illustrates how our understanding of the mind has evolved to encompass a broader, more nuanced view of how we interact with and model our world. He argues that a balanced perspective is essential, while architectural practices can sometimes become myopically focused or overly expansive in incorporating humanities and science. The discussion traces the evolution of architectonics from Greek antiquity through the late Renaissance, noting that early theories often relied on analogies with language to justify communication and universal claims. Despite cognitive science’s establishment as a rigorous discipline, debates about language as an innate formative structure persist. Nonetheless, there is a growing consensus that the mind inherently operates through compositionality. This realization leads to a critical inquiry: if compositionality is intrinsic to cognition, what additional role does composition play in creative expression?
The Value of Values
Guest Speaker: Prof. Dr. Maurice Benayoun, NJU, 07.10.2024
This session features new perspectives from media arts. It offers a provocative exploration of human cognition and the processes through which the mind creates meaning and attaches values to sensory inputs. The presented approach challenges conventional understandings of how individuals relate to the world and its conceptual frameworks. It proposes that meaningfulness can be viewed as a form of currency—a medium of exchange between the mind and the world. Through this lens, it introduces a critical dialogue on the nature of creativity, questioning whether an individual’s mental productivity and imaginative potential may exceed what can be collectively achieved in the physical world. This session invites students to rethink the boundaries between individual cognition and shared experience, encouraging reflection on how meaning is internally and externally constructed.
Structuring Experience:
Guest Speaker: Dr. Kristine Mun, ANFA, 18.11.2024
In this presentation, Kris Mun delves into the pioneering work of Lars Spuybroek and his architectural office, NOX, a pivotal reference in late 20th-century architectural discourse. Mun examines how NOX reappraised phenomenology, integrating it into computational design strategies to redefine the role of the architectural surface as enactive and dynamic in its engagement with life activities. Through a close analysis of NOX’s projects, the talk addresses the challenges architecture faces in systematically accommodating life, questioning how design can evolve to remain relevant to human existence. To what extent can designers meaningfully converse with the human mind through the physical environment? How can architectural forms support life without becoming rigidly overfitted systems? The discussion underscores the need for strategies that balance systemic rigor with adaptability, ensuring architecture’s vitality in the face of changing human needs and environmental complexities. By revisiting Spuybroek’s work, the presentation highlights the potential of computational and phenomenological approaches to redefine architecture’s relevance in a broader ecological and existential context. Mun invites designers to think beyond mere form-making, proposing a thoughtful recalibration of architectural processes to sustain human activities and foster meaningful interactions between people and their environments.
'Neurons, Simulated Intelligences' at Centre Pompidou, Feedback on An Exhibition
Guest Speaker: Camille Lenglois, CNAC, 25.11.2024
Camille Lenglois presents an engaging overview of the ‘Neurons, Simulated Intelligences’ exhibition, hosted by the Centre Pompidou from February 26 to April 20, 2020. Part of the fourth edition of the ‘Mutations / Creations’ series, this groundbreaking exhibition contextualized artificial intelligence within the broader history of neuroscience and neurocomputing. It explored the interplay between art, science, and technology, offering a comprehensive panorama of human curiosity about the mind and the evolution of intelligence. Organized into five thematic areas, the exhibition wove together historical and contemporary research across disciplines. Graphical representations traced connections between artistic practices—encompassing architecture, design, and music—and advancements in science and industry. By integrating diverse perspectives, it illuminated the shared pursuit of understanding and modeling the complexities of human cognition. Lenglois highlights how this exhibition underscores the symbiotic relationship between innovation and creativity. From early neurocomputing concepts to modern explorations of artificial intelligence, the presentation celebrates the cross-pollination of ideas between artists and scientists. This rich dialogue not only reflects historical paradigms but also inspires new ways of thinking about intelligence in the age of AI, fostering a deeper appreciation for the convergence of disciplines in shaping the future.
'The Brain Seeks Patterns'
Guest Speaker: Prof. Dr. Peter Gärdenfors, Lund University, 07.04.2025
Peter Gärdenfors, a distinguished Swedish cognitive scientist and philosopher, is Professor Emeritus at Lund University. Renowned for his interdisciplinary work spanning belief revision, decision theory, philosophy of science, and the evolution of cognition and language, Gärdenfors has significantly influenced our understanding of how humans perceive and represent the world. His seminal contributions include the development of the theory of conceptual spaces, which offers a geometric framework for modelling thought and meaning. In this lecture, Gärdenfors explores the innate human propensity to seek patterns, proposing that our cognitive architecture organizes information within multidimensional geometric structures known as conceptual spaces. These spaces consist of quality dimensions—such as colour, shape, and force—that represent concepts as regions within these domains. This geometric approach provides insights into forming and understanding concepts, facilitating communication and learning. This perspective not only elucidates the structure of language but also sheds light on the cognitive processes underlying meaning-making. By integrating insights from cognitive science and philosophy, this presentation leads to the question: Is geometry an appropriate domain to support the dynamics of meaning in the mind? His work suggests that geometric representations are indeed fundamental to our cognitive processes, offering a compelling framework for understanding how we conceptualize and communicate about the world around us.
Workshops
Academic intensive workshops
ALAMo
Active Learning for Architectural Modeling, BPro Mini Studio, UCL Autumn semester 2024, Dr. Sc. P. Cutellic
The ALAMo workshop introduces architecture students to active learning, a machine-learning approach that selects data to improve model performance and rapidly discriminates regions of interest in a vast solution space. This hands-on workshop, designed for those interested in reinforcement learning, enhances skills through Python.
Participants will engage in mini-coding tutorials and examples and learn techniques for incorporating human implicit and explicit inputs in architectural modelling. The focus will be on training and biasing models, culminating in a task to aggregate random 3D parts into unknown objects.
Workshop outputs. From generative aggregates to sequence-based learning datasets.
Data
Datasets, Code Repository, and Software are listed here.
Datasets
Generated datasets from experiments.
Visual Stimulations For Neural Correlates Of Visual Discrimination Under RSVP Oddball Stimulation with Dynamic Gratings Compositions
Cutellic P. , 2025
Generative visuals for iterative Fourier grating stimulations in an unsupervised visual Oddball paradigm for ERP detection.
To extract the array representation of the visual stimuli, you may use the sample code below. e.g. “0_0_4_6_11_9_11_4_10_8_8_0_” represents a full stimulation session with 12 presentations. Each digit represents the index of the presented token.
import h5py
filename = "dataset.h5"
token = "0_0_4_6_11_9_11_4_10_8_8_0_"
data_type = "points" # image, points
entry = "{}{}".format(token,data_type)
with h5py.File(filename, "r") as f:
# List all groups
#print("Keys: %s" % f.keys())
#a_group_key = list(f.keys())[0]
# Get the data
data = list(f[entry])
print(data)
Sample output stimulation. Neuramod.
EEG Recordings For Neural Correlates Of Visual Discrimination Under RSVP Oddball Stimulation with Dynamic Gratings Compositions
Cutellic P. , Qureshi N.K., 2022
EEG Recordings from unsupervised visual Oddball experiment. Structured according to BIDS standards per participant ID.
Files:
All files in zip folders per participant's session
```
└- sub- : data recording folder
└- eeg : data recording subfolder by modality
└- sub-_space-CapTrak_coordsystem.json : electrodes coordinate system
└- sub-_space-CapTrak_electrodes.tsv : electrodes coordinates
└- sub-_task-_channels.tsv : channels (electrodes) description
└- sub-_task-_eeg.eeg : eeg data recording (*.eeg format)
└─ sub-_task-_eeg.json : eeg data recording description
└─ sub-_task-_eeg.vhdr : eeg data recording (*.vhdr format)
└─ sub-_task-_eeg.vrmk : eeg data recording (*.vrmk format)
└─ sub-_task-_events.tsv : stimulation events recording
└─ sub-_scans.tsv : recording description, unused
└─ dataset_description.json : dataset basic description file
└─ participants.json : participant description file (*.json format)
└─ participants.tsv : participant description file (*.tsv format)
└─ README.json : participant dataset description
└─ References.txt : Citation refernces for EEG-BIDS imaging standards
```
Sample preprocessed EEG data sample. Neuramod.
Code & Software
Code repository related to data acquisition, processing and analysis. Software repository for the Uchron prototype.
COMING SOON

