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Interpretable Graph-Language Modeling for Detecting Youth Illicit Drug Use

arXiv:2510.15961v1 Announce Type: new Abstract: Illicit drug use among teenagers and young adults (TYAs) remains a pressing public health concern, with rising prevalence and long-term impacts on health and well-being. To detect illicit drug use among TYAs, researchers analyze large-scale…

High-Level Multi-Robot Trajectory Planning And Spurious Behavior Detection

arXiv:2510.17261v1 Announce Type: cross Abstract: The reliable execution of high-level missions in multi-robot systems with heterogeneous agents, requires robust methods for detecting spurious behaviors. In this paper, we address the challenge of identifying spurious executions of plans specified as a…

GAS: Improving Discretization of Diffusion ODEs via Generalized Adversarial Solver

arXiv:2510.17699v1 Announce Type: cross Abstract: While diffusion models achieve state-of-the-art generation quality, they still suffer from computationally expensive sampling. Recent works address this issue with gradient-based optimization methods that distill a few-step ODE diffusion solver from the full sampling process,…

One Token Embedding Is Enough to Deadlock Your Large Reasoning Model

arXiv:2510.15965v1 Announce Type: new Abstract: Modern large reasoning models (LRMs) exhibit impressive multi-step problem-solving via chain-of-thought (CoT) reasoning. However, this iterative thinking mechanism introduces a new vulnerability surface. We present the Deadlock Attack, a resource exhaustion method that hijacks an…

Gains: Fine-grained Federated Domain Adaptation in Open Set

arXiv:2510.15967v1 Announce Type: new Abstract: Conventional federated learning (FL) assumes a closed world with a fixed total number of clients. In contrast, new clients continuously join the FL process in real-world scenarios, introducing new knowledge. This raises two critical demands:…