Search Results for author: Jaeyun Song

Found 3 papers, 1 papers with code

TAM: Topology-Aware Margin Loss for Class-Imbalanced Node Classification

1 code implementation26 Jun 2022 Jaeyun Song, Joonhyung Park, Eunho Yang

Learning unbiased node representations under class-imbalanced graph data is challenging due to interactions between adjacent nodes.

Node Classification

GraphENS: Neighbor-Aware Ego Network Synthesis for Class-Imbalanced Node Classification

no code implementations ICLR 2022 Joonhyung Park, Jaeyun Song, Eunho Yang

In many real-world node classification scenarios, nodes are highly class-imbalanced, where graph neural networks (GNNs) can be readily biased to major class instances.

Blocking Classification +1

Mutually-Constrained Monotonic Multihead Attention for Online ASR

no code implementations26 Mar 2021 Jaeyun Song, Hajin Shim, Eunho Yang

Despite the feature of real-time decoding, Monotonic Multihead Attention (MMA) shows comparable performance to the state-of-the-art offline methods in machine translation and automatic speech recognition (ASR) tasks.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +3

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