Alexander Nikitin
4 papers · 2023–2024 · 2 conferences · across top CS/AI conferences
Achievements
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π
Conference Polyglot
(2)
π
Interdisciplinary Bridge
πΊοΈ
Taxonomy Completionist
(10)
π
Cross-Pollinator
(14)
π₯
Mega-Team
(43)
Conferences
NIPS (3)
JMLR (1)
Top co-authors
Keywords
uncertainty quantification
(2)
data augmentation
(1)
kernel learning
(1)
synthetic data generation
(1)
time series
(1)
message passing
(1)
graph embedding
(1)
semantic similarity
(1)
hallucination detection
(1)
deep gaussian process
(1)
simplicial complex
(1)
latent embedding
(1)
kernel methods
(1)
large language model
(1)
probabilistic modeling
(1)
topological machine learning
(1)
Papers
Kernel Language Entropy: Fine-grained Uncertainty Quantification for LLMs from Semantic Similarities
NIPS 2024
TSGM: A Flexible Framework for Generative Modeling of Synthetic Time Series
NIPS 2024
TopoX: A Suite of Python Packages for Machine Learning on Topological Domains
JMLR 2024
Thin and deep Gaussian processes
NIPS 2023