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Volume 308: Neuro for AI & AI for Neuro: Towards Multi-Modal Natural Intelligence, 27 January 2026, Singapore

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Editors: Reza Abbasi-Asl, Asim Iqbal, Shinya Ito, Anton Arkhipov, Sophia Sanborn

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Electrophysiologically Informed Neuromorphic Spiking Networks for Spatial Navigation

Lear Cohen, Hadar Cohen Duwek, Elishai Ezra Tsur; Proceedings of the First Workshop on NeuroAI Multimodal Intelligence @ AAAI 2026, PMLR 308:1-9

Out-of-Distribution Generalization under Augmented Stimuli Reveals the Inductive Bias of Visual Cortex Digital Twins

Ayumi Kasagi, Takemi Hieda, Yuki Hosaka, Ruixiang Li, Masato Taki, Teppei Matsui; Proceedings of the First Workshop on NeuroAI Multimodal Intelligence @ AAAI 2026, PMLR 308:10-17

Multi-Modal Natural Intelligence through Active Predictive Coding

Jeffrey Duan, Vishwas Sathish, Crimson Stambaugh, Rajesh P. N. Rao; Proceedings of the First Workshop on NeuroAI Multimodal Intelligence @ AAAI 2026, PMLR 308:18-26

DynaTab: Dynamic Feature Ordering as Neural Rewiring for High-Dimensional Tabular Data

Al Zadid Sultan Bin Habib, Gianfranco Doretto, Donald A. Adjeroh; Proceedings of the First Workshop on NeuroAI Multimodal Intelligence @ AAAI 2026, PMLR 308:27-57

Developing Autoencoder: Incremental Bottleneck Expansion Leads to an Informed Latent Space

Deyue Kong, Jonas Elpelt, David Vogenauer, Markos Genios, Matthias Kaschube; Proceedings of the First Workshop on NeuroAI Multimodal Intelligence @ AAAI 2026, PMLR 308:58-66

A Biologically Interpretable Cognitive Architecture for Online Structuring of Episodic Memories into Cognitive Maps

Evgenii Dzhivelikian, Nikita Bainaev-Mangilev, Aleksandr Panov; Proceedings of the First Workshop on NeuroAI Multimodal Intelligence @ AAAI 2026, PMLR 308:67-75

Hierarchical Predictive Processing for Uncertainty-Aware Multimodal Transformers

Namita Achyuthan, Bhaskarjyoti Das; Proceedings of the First Workshop on NeuroAI Multimodal Intelligence @ AAAI 2026, PMLR 308:76-83

CATFormer: When Continual Learning Meets Spiking Transformers With Dynamic Thresholds

Vaishnavi Nagabhushana, Kartikay Agrawal, Ayon Borthakur; Proceedings of the First Workshop on NeuroAI Multimodal Intelligence @ AAAI 2026, PMLR 308:84-92

Masked Autoencoders Learn Perception-Relevant Representations from Resting State Neural Data

Aleksandr Kovalev, Antonio Lozano, Fabrizio Grani, Cristina Soto Sanchez, Leili Soo, Rocío López-Peco, Adrian Villamarin-Ortiz, Roberto Morollón Ruiz, María del Mar Ayuso Arroyave, Alfonso Rodil, Eduardo Fernández; Proceedings of the First Workshop on NeuroAI Multimodal Intelligence @ AAAI 2026, PMLR 308:93-98

Play the (Mis)Match: Using fMRI-Aligned Feature Fine-Tuning to Reveal Shortcut Bias in Deep Neural Networks

Yang Chen Lin, Chiayun Lee, Po-Chih Kuo; Proceedings of the First Workshop on NeuroAI Multimodal Intelligence @ AAAI 2026, PMLR 308:99-107

Similar Accuracy but Different Topographies under Cross-Entropy and Contrastive Learning

Gerrit Sander, Uri Hasson; Proceedings of the First Workshop on NeuroAI Multimodal Intelligence @ AAAI 2026, PMLR 308:108-115

Decoding Cortical Microcircuits: A Generative Model for Latent Space Exploration and Controlled Synthesis

Xingyu Liu, Yubin Li, Guozhang Chen; Proceedings of the First Workshop on NeuroAI Multimodal Intelligence @ AAAI 2026, PMLR 308:116-148

Building Emotional Intelligence into Digital Therapy AI Agents through Neurofeedback

Sam Nallaperuma-Herzberg, Rishabh Balse, Sonia Koszut, Lilith Stenhouse, Anna Bevan, Tristan Bekinschtein, Pietro Lio; Proceedings of the First Workshop on NeuroAI Multimodal Intelligence @ AAAI 2026, PMLR 308:149-154

MultiDiffNet: A Multi-Objective Diffusion Framework for Generalizable Brain Decoding

Meng-Chun Zhang, Kateryna Shapovalenko, Yucheng Shao, Eddie Guo, Parusha Pradhan; Proceedings of the First Workshop on NeuroAI Multimodal Intelligence @ AAAI 2026, PMLR 308:155-162

Neural Attention Maps Alignment in Vision Transformers and Mammalian Visual Cortex

Hamd Jalil, Ahmed Rashid Qazi, Asim Iqbal; Proceedings of the First Workshop on NeuroAI Multimodal Intelligence @ AAAI 2026, PMLR 308:163-179

G-LaD: Graph-Language alignment for few-shot Diagnosis from fMRI

Abhishek Gupta, Vipul Kumar Singh, Jyotismita Barman, Sandeep Kumar, Anish Arora; Proceedings of the First Workshop on NeuroAI Multimodal Intelligence @ AAAI 2026, PMLR 308:180-188

BRAINS: Building Representations with Autoencoders for Individualized Neuroimaging Spaces

Kajal Singla, Pierre-Louis Bazin, Nico Scherf; Proceedings of the First Workshop on NeuroAI Multimodal Intelligence @ AAAI 2026, PMLR 308:189-198

Steering Transformer Attention with Human EEG

Claire Short, Steven Basart, Sinem Erisken; Proceedings of the First Workshop on NeuroAI Multimodal Intelligence @ AAAI 2026, PMLR 308:199-204

Shared Latent Coordinates and Multi-Observable Phase-Diagram Placement Yield Directly Comparable Mechanistic Fingerprints of Whole-Brain Dynamics

Julian Kedys, Cezary Mazurek; Proceedings of the First Workshop on NeuroAI Multimodal Intelligence @ AAAI 2026, PMLR 308:205-213

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