Research Papers

Organized by date. I bolded myself as an author for clarity. Google Scholar might be more up-to-date if you are looking for very recent work.

Salsa Fresca: Angular Embeddings and Pre-Training for ML Attacks on Learning with Errors
Samuel Stevens, Emily Wenger, Cathy Yuanchen Li, Niklas Nolte, Eshika Saxena, Francois Charton, and Kristin Lauter (ePrint Preprint) [paper]

BioCLIP: A Vision Foundation Model for the Tree of Life
Samuel Stevens*, Jiaman Wu*, Matthew J Thompson, Elizabeth G Campolongo, Chan Hee Song, David Edward Carlyn, Li Dong, Wasila M Dahdul, Charles Stewart, Tanya Berger-Wolf, Wei-Lun Chao, Yu Su (* equal contribution) (arXiv Preprint) [paper] [website] [demo]

MMMU: A Massive Multi-Discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI
Xiang Yue, Yuansheng Ni, Kai Zhang, Tianyu Zheng, Ruoqi Liu, Ge Zhang, Samuel Stevens, Dongfu Jiang, Weiming Ren, Yuxuan Sun, Cong Wei, Botao Yu, Ruibin Yuan, Renliang Sun, Ming Yin, Boyuan Zheng, Zhenzhu Yang, Yibo Liu, Wenhao Huang, Huan Sun, Yu Su, Wenhu Chen (arXiv Preprint) [paper] [website]

A Simple Interpretable Transformer for Fine-Grained Image Classification and Analysis
Dipanjyoti Paul, Arpita Chowdhury, Xinqi Xiong, Feng-Ju Chang, David Carlyn, Samuel Stevens, Kaiya Provost, Anuj Karpatne, Bryan Carstens, Daniel Rubenstein, Charles Stewart, Tanya Berger-Wolf, Yu Su, Wei-Lun Chao (arXiv Preprint) [paper] [code]

A Framework for Autonomic Computing for In Situ Imageomics
Jenna Kline, Christopher Stewart, Tanya Berger-Wolf, Michelle Ramirez, Samuel Stevens, Reshma Ramesh Babu, Namrata Banerji, Alec Sheets, Sowbaranika Balasubramaniam, Elizabeth Campolongo, Matthew Thompson, Charles V Stewart, Maksim Kholiavchenko, Daniel I Rubenstein, Nina Van Tiel, Jackson Miliko (IEEE International Conference on Autonomic Computing and Self-Organizing Systems) [paper]

Roll Up Your Sleeves: Working with a Collaborative and Engaging Task-Oriented Dialogue System
Lingbo Mo, Shijie Chen, Ziru Chen, Xiang Deng, Ashley Lewis, Sunit Singh, Samuel Stevens, Chang-You Tai, Zhen Wang, Xiang Yue, Tianshu Zhang, Yu Su, Huan Sun (24th Meeting of the Special Interest Group on Discourse and Dialogue, SIGDIAL 2023) [paper]

Mind2Web: Towards a Generalist Agent for the Web
Xiang Deng, Yu Gu, Boyuan Zheng, Shijie Chen, Samuel Stevens, Boshi Wang, Huan Sun, Yu Su (arXiv preprint) [paper] [website]

Memorization for Good: Encryption with Autoregressive Language Models
Samuel Stevens, Yu Su. (Arxiv Preprint) [paper] [website]

arXivEdits: Understanding the human revision process in scientific writing
Chao Jiang, Wu Xu, Samuel Stevens (EMNLP 2022) [paper] [code+data]

Bootstrapping a User-Centered Task-Oriented Dialogue System
Shijie Chen, Ziru Chen, Xiang Deng, Ash Lewis, Lingbo Mo, Samuel Stevens, Zhen Wang, Xiang Yue, Tianshu Zhang, Yu Su, Huan Sun. (Arxiv Preprint) [paper] [website]

An Investigation of Language Model Interpretability via Sentence Editing
Samuel Stevens, Yu Su. (EMNLP BlackboxNLP 2021.) [paper] [code]

SalsaBot: Towards a Robust and Generalizable Embodied Agent
Chan Hee Song, Jiaman Wu, Ju-Seung Byeon, Zexin Xu, Vardaan Pahuja, Goonmeet Bajaj, Samuel Stevens, Ziru Chen, Yu Su (short paper at Embodied AI Workshop at CVPR 2023, long paper in Alexa Prize SimBot Challenge Proceedings 2023) [short paper] [long paper]

[Relevant link] [Source]

Sam Stevens, 2024