Author

Przemyslaw Stoklosa

2 papers indexed here

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2026

Scaling Associative Memory: A Sparse Graph Approach Versus Modern Hopfield Networks

The modeling of associative memory increasingly draws on concepts from network science. While Modern Hopfield Networks (MHNs), often viewed as densely connected graphs with attention mechanisms, achieve high performance, their computational complexity imposes scalability challenges due to their computational cost. This...

J. Starzyk, Paweł Raif, Przemysław Stokłosa et al. · IEEE Transactions on Network... · 1 citation

#artificial intelligence Preprint Sep 2026

SSAKG 2.0: An Open-Source Package for Structural Associative Sequence Memory and Context-Based Retrieval

The experiments demonstrate the ability of the SSAKG package to store and reconstruct sequences from partial contexts and provide a basis for evaluating the effects of graph density, sequence length, and memory size on retrieval performance.

Przemyslaw Stoklosa, J. A. Starzyk, Paweł Raif · 0 citations