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Oxana Verkholyak

2 accepted papers

2026

Query-Aware Flow Diffusion for Graph-Based RAG with Retrieval Guarantees

ICLR 2026poster

Graph-based Retrieval-Augmented Generation (RAG) systems leverage interconnected knowledge structures to capture complex relationships that flat retrieval struggles with, enabling multi-hop reasoning. Yet most existing graph-based methods suffer from (i) heuristic designs lacking theoretical guarant…

Cited by 0SourceScholar
2019

Hierarchical Two-level Modelling of Emotional States in Spoken Dialog Systems

ICASSP 2019accepted

Emotions occur in complex social interactions, and thus processing of isolated utterances may not be sufficient to grasp the nature of underlying emotional states. Dialog speech provides useful information about context that explains nuances of emotions and their transitions. Context can be defined…

Cited by 0SourceScholar