3 papers
cs.AI2026
INTRYGUE: Induction-Aware Entropy Gating for Reliable RAG Uncertainty Estimation
Alexandra Kuleshova, Andrei Volodichev, Daria Kotova +1
While retrieval-augmented generation (RAG) enhances LLM performance, it does not eliminate hallucinations, making accurate detection essential. Uncertainty-based methods are attrac…
quant-ph2025
Parallel Kac's Walk Generates PRU
Chuhan Lu, Minglong Qin, Fang Song +2
Ma and Huang recently proved that the PFC construction, introduced by Metger, Poremba, Sinha and Yuen [MPSY24], gives an adaptive-secure pseudorandom unitary family PRU. Their proo…
cs.LG2024
Normalizing self-supervised learning for provably reliable Change Point Detection
Alexandra Bazarova, Evgenia Romanenkova, Alexey Zaytsev
Change point detection (CPD) methods aim to identify abrupt shifts in the distribution of input data streams. Accurate estimators for this task are crucial across various real-worl…