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Gholamreza (Reza) Haffari

2 accepted papers

2022

Active Learning by Feature Mixing

CVPR 2022poster

The promise of active learning (AL) is to reduce labelling costs by selecting the most valuable examples to annotate from a pool of unlabelled data. Identifying these examples is especially challenging with high-dimensional data (e. g. images, videos) and in low-data regimes. In this paper, we propo…

Cited by 132PDFcodeScholar
2022

BaLeNAS: Differentiable Architecture Search via the Bayesian Learning Rule

CVPR 2022poster

Differentiable Architecture Search (DARTS) has received massive attention in recent years, mainly because it significantly reduces the computational cost through weight sharing and continuous relaxation. However, more recent works find that existing differentiable NAS techniques struggle to outperfo…

Cited by 24PDFScholar