Author
Mariusz Kulma
Recent research
- AI & ComputingOpen access
End-to-end decision latency of a confidence-gated Laya–phi4 cascade on one consumer GPU
A small, fast text classifier can answer the easy cases itself and pass only the uncertain ones to a large language model. Version 1.0 of this work estimated how much time such a two-stage setup saves; this version measures it while both models run on one consumer graphics card....
- AI & ComputingOpen access
Pair and triple correlations of Riemann zeros at low heights: limits of effective-size corrections
To leading order, the Riemann zeros at height T deviate from the random-matrix limit in the same way as the eigenvalues of a random unitary matrix of finite size N_e ∝ log T. For the zeros studied here, this effective matrix is tiny: N_e is about 1 to 5. We ask whether so small a...
- Society & EconomicsOpen access
Language models can write research hypotheses much faster than anyone can test them. Earlier studies have judged such hypotheses by expert ratings, benchmarks with known answers or laboratory experiments. We report a small, fully documented case from a different angle: what happe...
- BiologyOpen access
Whole-genome sequencing files are large, and a common shortcut is to analyse only their first few million reads. That is safe only if the order of reads in the file carries no information. We asked whether the shortcut distorts a rare signal, the share of reads made of telomeric...
- AI & ComputingOpen access
Would Proving the Riemann Hypothesis Break RSA?
Would a proof of the Riemann Hypothesis break RSA encryption? The rumour is old. For the known consequences and the algorithms examined here, the answer is no, but the connection is more interesting than the rumour suggests. A hypothesis about zeros of L-functions could touch RSA...
- AI & ComputingOpen access
Would Proving the Riemann Hypothesis Break RSA?
Would a proof of the Riemann Hypothesis break RSA encryption? The rumour is old. For the known consequences and the algorithms examined here, the answer is no, but the connection is more interesting than the rumour suggests. A hypothesis about zeros of L-functions could touch RSA...
- BiologyOpen access
Whole-genome sequencing files are large, and a common shortcut is to analyse only their first few million reads. That is safe only if the order of reads in the file carries no information. We asked whether the shortcut distorts a rare signal, the share of reads made of telomeric...
- BiologyOpen access
Whole-genome sequencing files are large, and a common shortcut is to analyse only their first few million reads. That is safe only if the order of reads in the file carries no information. We asked whether the shortcut distorts a rare signal, the share of reads made of telomeric...
- AI & ComputingOpen access
Technical notes and complete deposit (code, synthetic data, preregistrations, decision log, independent audits) for three preregistered synthetic studies of drift-aware decoding of a distance-5 repetition code with one drifting data qubit. QP-02-H7, a kill test at equal informati...
- AI & ComputingOpen access
Risk-Utility Trade-offs in Selective Decision Gates: A Synthetic Study of Outlier Contamination
A selective decision gate can reduce wrong decisions by withholding actions while losing much of the baseline system's useful output. We examine this trade-off in a classical, four-hypothesis sequential simulator through four archived experimental stages: an exploratory pilot, a...
- AI & ComputingOpen access
Risk-Utility Trade-offs in Selective Decision Gates: A Synthetic Study of Outlier Contamination
A selective decision gate can reduce wrong decisions by withholding actions while losing much of the baseline system's useful output. We examine this trade-off in a classical, four-hypothesis sequential simulator through four archived experimental stages: an exploratory pilot, a...