3 papers
physics.optics2026
Manifold partitioning induced sequential optical reasoning and decision framework for photonic computing
Zhihao Li, Jing Pan, Wei Yan +4
Real-world data are intrinsically embedded in highly entangled manifolds, making the extraction of separable representations a central challenge for artificial intelligent (AI) sys…
cs.LG2026
BRo-JEPA: Learning Modular Transformations in Latent Space
Divyansh Jha, Yuanfang Xie, Varan Mehra +1
Can neural networks learn algebraic rules from visual inputs, or do they merely fit observed patterns? We study this question using MNIST (or EMNIST letters) as states and modular…
cs.AI2025
Industrial brain: a human-like autonomous neuro-symbolic cognitive decision-making system
Junping Wang, Bicheng Wang, Yibo Xuea +1
Resilience non-equilibrium measurement, the ability to maintain fundamental functionality amidst failures and errors, is crucial for scientific management and engineering applicati…