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researcher

Caleb N. Ellington

9 papers hereh-index 7136 citations22 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author8

Across the 8 of 9 papers where every author was matched, so the position is known.

fields
  • cs.LG5
  • stat.ML3
  • q-bio.BM1

identity via Semantic Scholar / OpenAlex

activity
20212026
most citedContextualized Machine Learning

3 citations · 12 across the 8 of their papers we have counts for

collaborators
Showing 2026Show all

3 papers · 1 filter

cs.LG2026

FACET: Factorized Asymmetric Conditioning for Efficient Transport in High-Fidelity Fluorescence Microscopy Synthesis

Sazan Mahbub, Caleb N. Ellington, Eric P. Xing

Fluorescence microscopy reveals where proteins localize, but only a limited number of proteins can be imaged in the same cell; generating these images from amino-acid sequence and…

cs.LG2026

Retrieval-Augmented Interpretable Learning: Towards Task-Specific Zero-Shot Models in Healthcare

Sazan Mahbub, Caleb N. Ellington, Caleb Ellington +5

We introduce Retrieval-Augmented Interpretable Learning (RAIL), a probabilistic meta-learning framework for zero-shot generation of task-specific interpretable models that synthesi…

stat.ML2026

Context-Adaptive Inference: A Unified Statistical and Foundation-Model View

Yue Yao, Caleb N. Ellington, Jingyun Jia +9

Modern predictive systems are expected to adapt their behavior to the specific situation they are facing. A clinical model should not treat every patient the same; a retrieval-augm…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.