Search Results for author: Komal K. Teru

Found 4 papers, 1 papers with code

Semi-supervised Relation Extraction via Data Augmentation and Consistency-training

no code implementations16 Jun 2023 Komal K. Teru

Due to the semantic complexity of the Relation extraction (RE) task, obtaining high-quality human labelled data is an expensive and noisy process.

Data Augmentation Relation +2

Inductive Relation Prediction by Subgraph Reasoning

9 code implementations ICML 2020 Komal K. Teru, Etienne Denis, William L. Hamilton

The dominant paradigm for relation prediction in knowledge graphs involves learning and operating on latent representations (i. e., embeddings) of entities and relations.

Inductive Bias Inductive knowledge graph completion +5

Off-Policy Policy Gradient Algorithms by Constraining the State Distribution Shift

no code implementations16 Nov 2019 Riashat Islam, Komal K. Teru, Deepak Sharma, Joelle Pineau

This data distribution shift between current and past samples can significantly impact the performance of most modern off-policy based policy optimization algorithms.

Continuous Control Reinforcement Learning (RL)

Towards Reducing Bias in Gender Classification

no code implementations16 Nov 2019 Komal K. Teru, Aishik Chakraborty

Societal bias towards certain communities is a big problem that affects a lot of machine learning systems.

BIG-bench Machine Learning Classification +2

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