Berg-Kirkpatrick, Taylor

29 publications

ICML 2025 Adapting While Learning: Grounding LLMs for Scientific Problems with Tool Usage Adaptation Bohan Lyu, Yadi Cao, Duncan Watson-Parris, Leon Bergen, Taylor Berg-Kirkpatrick, Rose Yu

ICLR 2025 ClimaQA: An Automated Evaluation Framework for Climate Question Answering Models Veeramakali Vignesh Manivannan, Yasaman Jafari, Srikar Eranky, Spencer Ho, Rose Yu, Duncan Watson-Parris, Yian Ma, Leon Bergen, Taylor Berg-Kirkpatrick

NeurIPS 2025 Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Emmanuel Anaya Gonzalez, Sairam Vaidya, Kanghee Park, Ruyi Ji, Taylor Berg-Kirkpatrick, Loris D'Antoni

ICLR 2025 Presto! Distilling Steps and Layers for Accelerating Music Generation Zachary Novack, Ge Zhu, Jonah Casebeer, Julian McAuley, Taylor Berg-Kirkpatrick, Nicholas J. Bryan

NeurIPS 2025 REGen: Multimodal Retrieval-Embedded Generation for Long-to-Short Video Editing Weihan Xu, Yimeng Ma, Jingyue Huang, Yang Li, Wenye Ma, Taylor Berg-Kirkpatrick, Julian McAuley, Paul Pu Liang, Hao-Wen Dong

IJCAI 2025 Synthesizing Composite Hierarchical Structure from Symbolic Music Corpora Ilana Shapiro, Ruanqianqian (Lisa) Huang, Zachary Novack, Cheng-i Wang, Hao-Wen Dong, Taylor Berg-Kirkpatrick, Shlomo Dubnov, Sorin Lerner

ICLR 2025 TeaserGen: Generating Teasers for Long Documentaries Weihan Xu, Paul Pu Liang, Haven Kim, Julian McAuley, Taylor Berg-Kirkpatrick, Hao-Wen Dong

ICLR 2024 Alt-Text with Context: Improving Accessibility for Images on Twitter Nikita Srivatsan, Sofia Samaniego, Omar Florez, Taylor Berg-Kirkpatrick

ICML 2024 DITTO: Diffusion Inference-Time T-Optimization for Music Generation Zachary Novack, Julian Mcauley, Taylor Berg-Kirkpatrick, Nicholas J. Bryan

NeurIPS 2024 Grammar-Aligned Decoding Kanghee Park, Jiayu Wang, Taylor Berg-Kirkpatrick, Nadia Polikarpova, Loris D'Antoni

NeurIPS 2024 HYSYNTH: Context-Free LLM Approximation for Guiding Program Synthesis Shraddha Barke, Emmanuel Anaya Gonzalez, Saketh Ram Kasibatla, Taylor Berg-Kirkpatrick, Nadia Polikarpova

ICLR 2024 Is Attention Required for ICL? Exploring the Relationship Between Model Architecture and In-Context Learning Ability Ivan Lee, Nan Jiang, Taylor Berg-Kirkpatrick

IJCAI 2024 Retrieval Guided Music Captioning via Multimodal Prefixes Nikita Srivatsan, Ke Chen, Shlomo Dubnov, Taylor Berg-Kirkpatrick

ICLR 2023 CLIPSep: Learning Text-Queried Sound Separation with Noisy Unlabeled Videos Hao-Wen Dong, Naoya Takahashi, Yuki Mitsufuji, Julian McAuley, Taylor Berg-Kirkpatrick

AAAI 2023 Contrastive Attention Networks for Attribution of Early Modern Print Nikolai Vogler, Kartik Goyal, Kishore PV Reddy, Elizaveta Pertseva, Samuel V. Lemley, Christopher N. Warren, Max G'Sell, Taylor Berg-Kirkpatrick

ICLR 2022 Exposing the Implicit Energy Networks Behind Masked Language Models via Metropolis--Hastings Kartik Goyal, Chris Dyer, Taylor Berg-Kirkpatrick

ICMLW 2022 Memorization in NLP Fine-Tuning Methods Fatemehsadat Mireshghallah, Archit Uniyal, Tianhao Wang, David Evans, Taylor Berg-Kirkpatrick

ICLR 2022 Towards a Unified View of Parameter-Efficient Transfer Learning Junxian He, Chunting Zhou, Xuezhe Ma, Taylor Berg-Kirkpatrick, Graham Neubig

AAAI 2022 Zero-Shot Audio Source Separation Through Query-Based Learning from Weakly-Labeled Data Ke Chen, Xingjian Du, Bilei Zhu, Zejun Ma, Taylor Berg-Kirkpatrick, Shlomo Dubnov

ICLR 2020 A Probabilistic Formulation of Unsupervised Text Style Transfer Junxian He, Xinyi Wang, Graham Neubig, Taylor Berg-Kirkpatrick

NeurIPS 2020 Learning Sparse Prototypes for Text Generation Junxian He, Taylor Berg-Kirkpatrick, Graham Neubig

ICLR 2019 Lagging Inference Networks and Posterior Collapse in Variational Autoencoders Junxian He, Daniel Spokoyny, Graham Neubig, Taylor Berg-Kirkpatrick

AAAI 2018 A Continuous Relaxation of Beam Search for End-to-End Training of Neural Sequence Models Kartik Goyal, Graham Neubig, Chris Dyer, Taylor Berg-Kirkpatrick

AAAI 2018 SPINE: SParse Interpretable Neural Embeddings Anant Subramanian, Danish Pruthi, Harsh Jhamtani, Taylor Berg-Kirkpatrick, Eduard H. Hovy

NeurIPS 2018 Speaker-Follower Models for Vision-and-Language Navigation Daniel Fried, Ronghang Hu, Volkan Cirik, Anna Rohrbach, Jacob Andreas, Louis-Philippe Morency, Taylor Berg-Kirkpatrick, Kate Saenko, Dan Klein, Trevor Darrell

NeurIPS 2018 Unsupervised Text Style Transfer Using Language Models as Discriminators Zichao Yang, Zhiting Hu, Chris Dyer, Eric P Xing, Taylor Berg-Kirkpatrick

AAAI 2018 Using Syntax to Ground Referring Expressions in Natural Images Volkan Cirik, Taylor Berg-Kirkpatrick, Louis-Philippe Morency

ICML 2017 Improved Variational Autoencoders for Text Modeling Using Dilated Convolutions Zichao Yang, Zhiting Hu, Ruslan Salakhutdinov, Taylor Berg-Kirkpatrick

NeurIPS 2014 Unsupervised Transcription of Piano Music Taylor Berg-Kirkpatrick, Jacob Andreas, Dan Klein