3 citations · 4 across the 5 of their papers we have counts for
6 papers
Knowledge as Orbit: Finite Collections as Phases of an Exactly Periodic Latent Generator
Siddharth Pal, Viktoria Rojkova
Finite knowledge is usually stored extensionally, one code or vector per item. We ask whether a finite collection can instead be stored intensionally, as the decoded orbit of one c…
Context by Distinct Information: An Auditable Dirichlet-Process Working Memory for Long, Redundant Context Streams
Siddharth Pal, Viktoria Rojkova
Context engineering decides what information a model carries forward, and current designs meter it in tokens: compressing the past into a bounded recurrent state, keeping a key-val…
Remembering Distinct Items, Not Tokens: A Learnable Dirichlet-Process Cache Between State-Space Models and Attention
Siddharth Pal, Viktoria Rojkova
Fixed-state sequence models compress an unbounded past into a bounded state, which caps their associative recall at roughly the state dimension; attention escapes the cap by keepin…
A Stationarity-and-Coupling Criterion for Training-Free Time-Lagged Spectral Embeddings of Multivariate Time Series
Siddharth Pal, Viktoria Rojkova
We study training-free fixed-length descriptors for multivariate time series and ask not merely whether such a descriptor performs well, but when it can be expected to work at all.…
Delayed Correlations in Inter-Domain Network Traffic
Viktoria Rojkova, Mehmed Kantardzic
To observe the evolution of network traffic correlations we analyze the eigenvalue spectra and eigenvectors statistics of delayed correlation matrices of network traffic counts tim…
Analysis of Inter-Domain Traffic Correlations: Random Matrix Theory Approach
Viktoria Rojkova, Mehmed Kantardzic
The traffic behavior of University of Louisville network with the interconnected backbone routers and the number of Virtual Local Area Network (VLAN) subnets is investigated using…