4 papers
Towards Platonic Representation for Table Reasoning: A Foundation for Permutation-Invariant Retrieval
Willy Carlos Tchuitcheu, Tan Lu, Ann Dooms
Historical approaches to Table Representation Learning (TRL) have largely adopted the sequential paradigms of Natural Language Processing (NLP). We argue that this linearization of…
Fractals made Practical: Denoising Diffusion as Partitioned Iterated Function Systems
Ann Dooms
What is a diffusion model actually doing when it turns noise into a photograph? We show that the deterministic DDIM reverse chain operates as a Partitioned Iterated Function System…
Conditionals in Homomorphic Encryption and Machine Learning Applications
Diego Chialva, Ann Dooms
Homomorphic encryption aims at allowing computations on encrypted data without decryption other than that of the final result. This could provide an elegant solution to the issue o…
Bayesian crack detection in ultra high resolution multimodal images of paintings
Bruno Cornelis, Yun Yang, Joshua T. Vogelstein +3
The preservation of our cultural heritage is of paramount importance. Thanks to recent developments in digital acquisition techniques, powerful image analysis algorithms are develo…