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20142024
most citedConditional Random Fields as Recurrent Neural Networks

2.4k citations · 2.8k across the 17 of their papers we have counts for

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Showing 2020Show all

2 papers · 1 filter

cs.LG2020

Kernelized Classification in Deep Networks

Sadeep Jayasumana, Srikumar Ramalingam, Sanjiv Kumar

We propose a kernelized classification layer for deep networks. Although conventional deep networks introduce an abundance of nonlinearity for representation (feature) learning, th…

cs.LG2020★ 52 cited

Long-tail learning via logit adjustment

Aditya Krishna Menon, Sadeep Jayasumana, Ankit Singh Rawat +3

Real-world classification problems typically exhibit an imbalanced or long-tailed label distribution, wherein many labels are associated with only a few samples. This poses a chall…