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Rob Barton

3 accepted papers

2026

Universal Guideline-Driven Image Clustering via a Hybrid LLM Agent

CVPR 2026

Unifying image clustering across different clustering scenarios remains challenging due to fundamental gaps among tasks. We introduce a Guideline-Driven Image Clustering Agent, the first universal framework that bridges these gaps through textual guidelines. To incorporate complex guidelines without

Cited by 0SourceScholar
2025

Zero-Shot Composed Image Retrieval via Dual-Stream Instruction-Aware Distillation

ICCV 2025poster

Composed Image Retrieval (CIR) targets the retrieval of images conditioned on a reference image and a textual modification, but constructing labeled triplets (reference image, textual modification, target image) is inherently challenging. Existing Zero-Shot CIR (ZS-CIR) approaches often rely on well…

Cited by 0SourcePDFScholar
2023

Predicting Cellular Responses with Variational Causal Inference and Refined Relational Information

ICLR 2023poster

Predicting the responses of a cell under perturbations may bring important benefits to drug discovery and personalized therapeutics. In this work, we propose a novel graph variational Bayesian causal inference framework to predict a cell's gene expressions under counterfactual perturbations (perturb…