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From Solving to Verifying: A Unified Objective for Robust Reasoning in LLMs

arXiv:2511.15137v1 Announce Type: new Abstract: The reasoning capabilities of large language models (LLMs) have been significantly improved through reinforcement learning (RL). Nevertheless, LLMs still struggle to consistently verify their own reasoning traces. This raises the research question of how to…

Cross-Modal Consistency-Guided Active Learning for Affective BCI Systems

arXiv:2511.15138v1 Announce Type: new Abstract: Deep learning models perform best with abundant, high-quality labels, yet such conditions are rarely achievable in EEG-based emotion recognition. Electroencephalogram (EEG) signals are easily corrupted by artifacts and individual variability, while emotional labels often stem…

Complex variational autoencoders admit K”ahler structure

arXiv:2511.15172v1 Announce Type: new Abstract: It has been discovered that latent-Euclidean variational autoencoders (VAEs) admit, in various capacities, Riemannian structure. We adapt these arguments but for complex VAEs with a complex latent stage. We show that complex VAEs reveal to…

FaultDiffusion: Few-Shot Fault Time Series Generation with Diffusion Model

arXiv:2511.15174v1 Announce Type: new Abstract: In industrial equipment monitoring, fault diagnosis is critical for ensuring system reliability and enabling predictive maintenance. However, the scarcity of fault data, due to the rarity of fault events and the high cost of data…