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Pradeep K. Murukannaiah

5 accepted papers

2025

Exploring Equity of Climate Policies Using Multi-Agent Multi-Objective Reinforcement Learning

IJCAI 2025

Addressing climate change requires coordinated policy efforts of nations worldwide. These efforts are informed by scientific reports, which rely in part on Integrated Assessment Models (IAMs), prominent tools used to assess the economic impacts of climate policies. However, traditional IAMs optimize

2024

Annotator-Centric Active Learning for Subjective NLP Tasks

EMNLP 2024main

Active Learning (AL) addresses the high costs of collecting human annotations by strategically annotating the most informative samples. However, for subjective NLP tasks, incorporating a wide range of perspectives in the annotation process is crucial to capture the variability in human judgments. We…

2023

What Lies beyond the Pareto Front? A Survey on Decision-Support Methods for Multi-Objective Optimization

IJCAI 2023poster

We present a review that unifies decision-support methods for exploring the solutions produced by multi-objective optimization (MOO) algorithms. As MOO is applied to solve diverse problems, approaches for analyzing the trade-offs offered by these algorithms are scattered across fields. We provide an…

Cited by 6SourcePDFScholar
2023

What does a Text Classifier Learn about Morality? An Explainable Method for Cross-Domain Comparison of Moral Rhetoric

ACL 2023long

Moral rhetoric influences our judgement. Although social scientists recognize moral expression as domain specific, there are no systematic methods for analyzing whether a text classifier learns the domain-specific expression of moral language or not. We propose Tomea, a method to compare a supervise…

2022

Cross-Domain Classification of Moral Values

NAACL 2022findings

Moral values influence how we interpret and act upon the information we receive. Identifying human moral values is essential for artificially intelligent agents to co-exist with humans. Recent progress in natural language processing allows the identification of moral values in textual discourse. How…