most citedOver-parameterization and Adversarial Robustness in Neural Networks: An Overview and Empirical Analysis

1 citations · 1 across the 3 of their papers we have counts for

collaborators

10 papers

cs.CR2026

Architectural Backdoors in Vision-Language Model Supply Chains via Representation Steering

Maria Rosaria Briglia, Igor Maljkovic, Antonio Emanuele Cinà +3

Vision--Language Models (VLMs) are increasingly deployed through a model supply chain in which pretrained checkpoints, architecture definitions, text encoders, and exported computa…

cs.RO2026

Mixture-of-Experts RL for Fault-Tolerant Legged Locomotion

Giulio Turrisi, Ozan Pali, Luca Oneto +1

Legged robots deployed in planetary exploration and other remote environments must maintain reliable locomotion despite actuator failures and challenging terrain conditions. Althou…

cs.LG20261 cited

Over-parameterization and Adversarial Robustness in Neural Networks: An Overview and Empirical Analysis

Srishti Gupta, Zhang Chen, Luca Demetrio +9

Thanks to their extensive capacity, over-parameterized neural networks exhibit superior predictive capabilities and generalization. However, having a large parameter space is consi…

cs.AI2026

Latent-space Attacks for Refusal Evasion in Language Models

Giorgio Piras, Raffaele Mura, Fabio Brau +4

Safety-aligned language models are trained to refuse harmful requests, yet refusal behavior can be suppressed by steering their internal representations. Existing methods do so by…

eess.SY2026

Degradation-aware Predictive Energy Management for Fuel Cell-Battery Ship Power System with Data-driven Load Forecasting

Timon Kopka, Sara Tamburello, Luca Oneto +3

Hydrogen-based zero-emission ships are a key element in the decarbonization of the maritime sector. To strengthen these their economic competitiveness, it is key to drive their cos…

cs.AI2025

SOM Directions are Better than One: Multi-Directional Refusal Suppression in Language Models

Giorgio Piras, Raffaele Mura, Fabio Brau +3

Refusal refers to the functional behavior enabling safety-aligned language models to reject harmful or unethical prompts. Following the growing scientific interest in mechanistic i…