Sotabase

Career

· Co-Founder, Dynamics Lab2024–
· Assistant Professor, UC San Diego2021–
· Visiting Scientist, Amazon2020–2024
· Research Scientist, Petuum, Inc.2017–2020
· Doctor of Philosophy - PhD Computer Science, Carnegie Mellon University2015–2020
· Research Assistant, Carnegie Mellon University2014–2020

Publications (111)

Toward Controlled Generation of Text
International Conference on Machine Learning · 2017
1,019
cited
Deep Kernel Learning
International Conference on Artificial Intelligence and Statistics · 2015
995
cited
Reasoning with Language Model is Planning with World Model
Conference on Empirical Methods in Natural Language Processing · 2023
866
cited
Harnessing Deep Neural Networks with Logic Rules
Annual Meeting of the Association for Computational Linguistics · 2016
629
cited
RLPrompt: Optimizing Discrete Text Prompts with Reinforcement Learning
Conference on Empirical Methods in Natural Language Processing · 2022
434
cited
Hybrid Retrieval-Generation Reinforced Agent for Medical Image Report Generation
Neural Information Processing Systems · 2018
401
cited
Improved Variational Autoencoders for Text Modeling using Dilated Convolutions
International Conference on Machine Learning · 2017
398
cited
Poseidon: An Efficient Communication Architecture for Distributed Deep Learning on GPU Clusters
USENIX Annual Technical Conference · 2017
371
cited
LCARS: a location-content-aware recommender system
Knowledge Discovery and Data Mining · 2013
370
cited
Training Large Language Models to Reason in a Continuous Latent Space
arXiv.org · 2024
335
cited
A Survey of Knowledge-enhanced Text Generation
ACM Computing Surveys · 2020
321
cited
Knowledge-driven Encode, Retrieve, Paraphrase for Medical Image Report Generation
AAAI Conference on Artificial Intelligence · 2019
309
cited
AlignScore: Evaluating Factual Consistency with A Unified Alignment Function
Annual Meeting of the Association for Computational Linguistics · 2023
299
cited
Stochastic Variational Deep Kernel Learning
Neural Information Processing Systems · 2016
283
cited
Deep Learning for Text Style Transfer: A Survey
International Conference on Computational Logic · 2020
277
cited
Unsupervised Text Style Transfer using Language Models as Discriminators
Neural Information Processing Systems · 2018
277
cited
ToolkenGPT: Augmenting Frozen Language Models with Massive Tools via Tool Embeddings
Neural Information Processing Systems · 2023
243
cited
Recurrent Topic-Transition GAN for Visual Paragraph Generation
IEEE International Conference on Computer Vision · 2017
216
cited
PromptAgent: Strategic Planning with Language Models Enables Expert-level Prompt Optimization
International Conference on Learning Representations · 2023
201
cited
Dynamic User Modeling in Social Media Systems
TOIS · 2015
166
cited
Sotabase