Dangovski, Rumen

13 publications

NeurIPS 2024 OccamLLM: Fast and Exact Language Model Arithmetic in a Single Step Owen Dugan, Donato M. Jiménez-Benetó, Charlotte Loh, Zhuo Chen, Rumen Dangovski, Marin Soljačić

NeurIPS 2024 QuanTA: Efficient High-Rank Fine-Tuning of LLMs with Quantum-Informed Tensor Adaptation Zhuo Chen, Rumen Dangovski, Charlotte Loh, Owen Dugan, Di Luo, Marin Soljačić

TMLR 2023 Learning to Optimize Quasi-Newton Methods Isaac Liao, Rumen Dangovski, Jakob Nicolaus Foerster, Marin Soljacic

TMLR 2023 Mitigating Confirmation Bias in Semi-Supervised Learning via Efficient Bayesian Model Averaging Charlotte Loh, Rumen Dangovski, Shivchander Sudalairaj, Seungwook Han, Ligong Han, Leonid Karlinsky, Marin Soljacic, Akash Srivastava

ICML 2023 Multi-Symmetry Ensembles: Improving Diversity and Generalization via Opposing Symmetries Charlotte Loh, Seungwook Han, Shivchander Sudalairaj, Rumen Dangovski, Kai Xu, Florian Wenzel, Marin Soljacic, Akash Srivastava

ICML 2023 Q-Flow: Generative Modeling for Differential Equations of Open Quantum Dynamics with Normalizing Flows Owen M Dugan, Peter Y. Lu, Rumen Dangovski, Di Luo, Marin Soljacic

NeurIPS 2023 QuACK: Accelerating Gradient-Based Quantum Optimization with Koopman Operator Learning Di Luo, Jiayu Shen, Rumen Dangovski, Marin Soljacic

ICLRW 2023 Studying Phase Transitions in Contrastive Learning with Physics-Inspired Datasets Ali Cy, Anugrah Chemparathy, Michael Han, Rumen Dangovski, Peter Y. Lu, Marin Soljacic

NeurIPSW 2022 Data-Driven Acceleration of Quantum Optimization and Machine Learning via Koopman Operator Learning Di Luo, Jiayu Shen, Rumen Dangovski, Marin Soljacic

ICLR 2022 Equivariant Self-Supervised Learning: Encouraging Equivariance in Representations Rumen Dangovski, Li Jing, Charlotte Loh, Seungwook Han, Akash Srivastava, Brian Cheung, Pulkit Agrawal, Marin Soljacic

NeurIPSW 2022 Model Stitching: Looking for Functional Similarity Between Representations Adriano Hernandez, Rumen Dangovski, Peter Y. Lu

NeurIPSW 2022 Model Stitching: Looking for Functional Similarity Between Representations Adriano Hernandez, Rumen Dangovski, Peter Y. Lu, Marin Soljacic

AAAI 2021 We Can Explain Your Research in Layman's Terms: Towards Automating Science Journalism at Scale Rumen Dangovski, Michelle Shen, Dawson Byrd, Li Jing, Desislava Tsvetkova, Preslav Nakov, Marin Soljacic