Publications

Peer-reviewed work and preprints, then misc. unpublished projects, in reverse chronological order.

2026

• Causal methods for LLM development and evaluation

  Dennis Frauen, Marie Brockschmidt, Konstantin Hess, Haorui Ma, Yuchen Ma, Abdurahman Maarouf, Maresa Schröder, Jonas Schweisthal, Yuxin Wang, Athiya Deviyani, Sonali Parbhoo, Rahul G Krishnan, Stefan Feuerriegel

  SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) 2026

  pdf

• Nonparametric LLM Evaluation from Preference Data

  Dennis Frauen, Athiya Deviyani, Mihaela van der Schaar, Stefan Feuerriegel

  International Conference on Machine Learning (ICML) 2026

  pdf

• Quantifying the Statistical Effect of Rubric Modifications on Human-Authorater Agreement

  Jessica Huynh, Alfredo Gomez, Athiya Deviyani, Renee Shelby, Jeffrey P Bigham, Fernando Diaz

  preprint

  pdf

2025

• Contextual Metric Meta-Evaluation by Measuring Local Metric Accuracy

  Athiya Deviyani, Fernando Diaz

  Findings of NAACL 2025

  pdf poster

2023

• Men Have Feelings Too: Debiasing Sentiment Analyzers using Sequence Generative Adversarial Networks

  Athiya Deviyani, Mehak Malik, Haris Widjaja, Dan Hoskins

  AI for Social Good Workshop, AAAI 2023 — oral presentation

  pdf code

2022

• Text Normalization for Speech Systems for All Languages

  Athiya Deviyani

  Speech for Social Good Workshop, INTERSPEECH 2022

  pdf

2021

• Assessing Dataset Bias in Computer Vision

  Athiya Deviyani

  The University of Edinburgh Outstanding Undergraduate Dissertations 2021

  pdf

---

Misc. Projects

Unpublished coursework and side projects.

2022

• Multimodal Emotion Recognition in Conversation

  Athiya Deviyani, Abuzar Khan, Prasoon Varshney, Njall Skarphedinsson

  pdf poster

• Causal Reasoning through Conceptual Explanation Generation

  Athiya Deviyani, Mehak Malik, Prasoon Varshney

  pdf poster

• (Visual) Attention is All You Need: An Exploration on Attention-Based Image Super-Resolution

  Athiya Deviyani, Udaikaran Singh

  pdf code

• IndoHateSpeech: A Deep Learning Approach to Automated Multi-class Multi-label Hate Speech Detection on Informal Indonesian Corpora

  Athiya Deviyani, Haris Widjaja

  pdf code

• Towards an Unbiased Language Model for Hate Speech Classification

  Athiya Deviyani

  pdf code

• Gender Obfuscation Methods in Subreddit Classification

  Athiya Deviyani

  pdf code

2021

• How Real is Real: Evaluating the Robustness of Real-World Super Resolution

  Athiya Deviyani, Efe Sinan Hoplamaz, Alan Savio Paul

  pdf code

2020

• Informatics Large Practical: Stateless and Stateful Drone Strategies

  Athiya Deviyani

  pdf code