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cs.AI2026
Binary Spiking Neural Networks as Causal Models
Aditya Kar, Emiliano Lorini, Timothée Masquelier
We provide a causal analysis of Binary Spiking Neural Networks (BSNNs) to explain their behavior. We formally define a BSNN and represent its spiking activity as a binary causal mo…
cs.CL2026
FrameNet Semantic Role Classification by Analogy
Van-Duy Ngo, Stergos Afantenos, Emiliano Lorini +1
In this paper, we adopt a relational view of analogies applied to Semantic Role Classification in FrameNet. We define analogies as formal relations over the Cartesian product of fr…
cs.MA2026
Evaluating LLM Alignment With Human Trust Models
Anushka Debnath, Stephen Cranefield, Bastin Tony Roy Savarimuthu +1
Trust plays a pivotal role in enabling effective cooperation, reducing uncertainty, and guiding decision-making in both human interactions and multi-agent systems. Although it is s…