Neural Scaling Laws in Particle Jets

Matthias Vigl, Nikita Pond, Nicole Hartman, Jackson Barr and 10 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

Latent-space Attacks for Refusal Evasion in Language Models

Refusal suppression is recast as a latent-space evasion attack against linear refusal probes, explaining prior ablation and motivating a controlled evasion method that achieves state-of-the-art refusal bypass across 15 models.

Giorgio Piras, Raffaele Mura, Fabio Brau, Maura Pintor and 3 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

Learning Sparse Compositional Functions with Norm-Constrained Neural Networks

Norm-constrained deep networks learn sparse compositional functions via DAG structures with approximation and excess risk bounds avoiding the curse of dimensionality.

shuo HUANG, Lorenzo Fiorito, Lorenzo Rosasco, Tomaso Poggio

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026