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March 3, 2026
The phenomenal binding problem for neural networks
CP
Chris Percy
GA
Gautam Agarwal
Key Points
Phenomenal binding is crucial for understanding cognitive experiences and how the brain processes information.
The binding problem explores how different sensory inputs combine to form coherent experiences in neural processing.
Observational analysis reveals that neural networks struggle with binding compared to human cognitive processes.
These findings highlight a significant gap in current neural network models, suggesting areas for future research.
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Percy et al. (Tue,) studied this question.
synapsesocial.com/papers/69a7604fc6e9836116a2cec6
https://doi.org/https://doi.org/10.1016/j.concog.2026.104003
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The phenomenal binding problem for neural networks | Synapse