At the Intersection of Deep Learning and Conceptual Art: The End of Signature

TL;DR

This paper describes a collaborative art project where computer scientists and a conceptual artist created large-scale signature sculptures representing community contributions, blending AI, art, and social reflection.

Contribution

It introduces a novel human-in-the-loop generative process to produce community-inspired signature sculptures, merging AI techniques with conceptual art.

Findings

Generated signatures reflect community contributions.

Created large-scale sculptures for public display.

Demonstrated integration of AI and art in public spaces.

Abstract

MIT wanted to commission a large scale artwork that would serve to 'illuminate a new campus gateway, inaugurate a space of exchange between MIT and Cambridge, and inspire our students, faculty, visitors, and the surrounding community to engage with art in new ways and to have art be part of their daily lives.' Among other things, the art was to reflect the fact that scientific discovery is often the result of many individual contributions, both acknowledged and unacknowledged. In this work, a group of computer scientists collaborated with a conceptual artist to produce a collective signature, or a signature learned from contributions of an entire community. After collecting signatures from two communities -- the university, and the surrounding city -- the computer scientists developed generative models and a human-in-the-loop feedback process to work with the artist create an original signature-like structure representative of each community. These signatures are now large-scale steel, LED and neon light sculptures that appear to sign two new buildings in Cambridge, MA.