Scientific Diffusion
Latest research papers
Kernelization of compressing two-dimensional routing tables with order
Journal Article
Frédéric Giroire, Frédéric Havet, Joanna Moulierac
Given a set of communications X, which is a subset of S×T, (typically S is the set of sources and T the set of destinations), and a port function π:X→P where P is the set of ports, a routing list R is an ordered list of triples which are of the form (s,t,p), (∗,t,p), (s,∗,p) or…
Benchmarking Conventional and Learning‑Based Image Codecs for the Future JPEG DNA Standard
Conference Paper
Claire Couvreur, Michela Testolina, Théo Ladune, Guillaume Lorand, Pierrick Philippe, Marc Antonini
In response to the ever-growing data storage demands, research has been increasingly focusing on more sustainable alternatives to traditional storage methods (e.g. HDD). One promising approach is storing cold data, i.e. rarely accessed data, on synthetic DNA, which offers…
Subtract the Corruption: Training-Data-Free Corrective Machine Unlearning using Task Arithmetic
Conference Paper
Mostafa Mozafari, Ahmad Farooq Wani, Maria Sofia Bucarelli, Fabrizio Silvestri
Corrupted training data are ubiquitous. Corrective Machine Unlearning (CMU) seeks to remove the influence of such corruption posttraining. Prior CMU typically assumes access to identified corrupted training samples (a "forget set"). However, in many real-world scenarios the…
Uncertainty-aware knowledge representation and reasoning in critical infrastructure systems
Journal Article
Gérald Rocher, Nicolas Ferry, Stéphane Lavirotte, Jean-Yves Tigli
As socio-technical Cyber–Physical Systems (CPS), and Critical Infrastructure (CIs) in particular, become increasingly complex and interdependent, there is a growing need for integrated approaches that support decision-making across a wide range of domains. These domains rely on…
Assessing Error-Robustness of JPEG Codecs for DNA Image Storage
Conference Paper
Michela Testolina, Claire Couvreur, Marc Antonini
The exponential growth of digital data motivates the exploration of sustainable alternatives to conventional storage. Synthetic DNA is a promising medium for long-term data retention due to its ultra-high storage density, low energy requirements, and long-term durability…
Ray Augmented Supervision for 3D Object Detection
Conference Paper
Huy-Hoang Duong, Adrian Voicila, Guillaume Allibert
Detection Transformer (DETR) has been widely adopted for camera-based multiview 3D Object Detection. Its one-to-one (O2O) Hungarian matching, while effective, leaves many predictions unsupervised during training. This results in weak supervision signals and numerous False…