NeurIPS 2024 Workshop FM4Science Submissions

Provable in-context learning of linear systems and linear elliptic PDEs with transformers
Frank Cole, Yulong Lu, Tianhao Zhang, Riley C. W. O'Neill
- Published: 11 Oct 2024, Last Modified: 04 Nov 2024
- Neurips 2024 Workshop FM4Science Poster
- Readers: Everyone
Understanding Drought through Spatial-Temporal Learning
Xuwei Tan, Qian Zhao, Yanlan Liu, Xueru Zhang
- Published: 11 Oct 2024, Last Modified: 12 Nov 2024
- Neurips 2024 Workshop FM4Science Poster
- Readers: Everyone
SpectraFM: Tuning into Stellar Foundation Models
Nolan Koblischke, Jo Bovy
- Published: 02 Nov 2024, Last Modified: 07 Nov 2024
- Neurips 2024 Workshop FM4Science Poster
- Readers: Everyone
Metalic: Meta-Learning In-Context with Protein Language Models
Jacob Beck, Shikha Surana, Manus McAuliffe, Oliver Bent, Thomas D Barrett, Juan Jose Garau-Luis, Paul Duckworth
- Published: 11 Oct 2024, Last Modified: 02 Nov 2024
- Neurips 2024 Workshop FM4Science Poster
- Readers: Everyone
Multi-View Mixture-of-Experts for Predicting Molecular Properties Using SMILES, SELFIES, and Graph-Based Representations
Eduardo Soares, Indra Priyadarsini, Emilio Vital Brazil, Victor Yukio Shirasuna, Seiji Takeda
- Published: 11 Oct 2024, Last Modified: 10 Nov 2024
- Neurips 2024 Workshop FM4Science Poster
- Readers: Everyone
A Large Encoder-Decoder Polymer-Based Foundation Model
Eduardo Soares, Nathaniel Park, Emilio Vital Brazil, Victor Yukio Shirasuna
- Published: 11 Oct 2024, Last Modified: 10 Nov 2024
- Neurips 2024 Workshop FM4Science Poster
- Readers: Everyone
IgBlend: Unifying 3D Structure and Sequence for Antibody LLMs
Cedric Malherbe, Talip Ucar
- Published: 11 Oct 2024, Last Modified: 02 Nov 2024
- Neurips 2024 Workshop FM4Science Poster
- Readers: Everyone
Learning temperature-aware representations from millions of annotated protein sequences
Mingchen Li, Liang Zhang, Zilan Wang, Bozitao Zhong, Pan Tan, Jiabei Cheng, Bingxin Zhou, Liang Hong, Huiqun Yu
- Published: 11 Oct 2024, Last Modified: 02 Nov 2024
- Neurips 2024 Workshop FM4Science Oral
- Readers: Everyone
MAMORX: Multi-agent Multi-Modal Scientific Review Generation with External Knowledge
Pawin Taechoyotin, Guanchao Wang, Tong Zeng, Bradley Sides, Daniel Acuna
- Published: 11 Oct 2024, Last Modified: 12 Nov 2024
- Neurips 2024 Workshop FM4Science Poster
- Readers: Everyone
Agnostic Causality-Driven Enhancement of Chemical Foundation Models on Downstream Tasks
Victor Yukio Shirasuna, Eduardo Soares, Emilio Vital Brazil, Karen Fiorella Aquino Gutierrez, Renato Cerqueira, Dmitry Zubarev, Kristin Schmidt
- Published: 11 Oct 2024, Last Modified: 10 Nov 2024
- Neurips 2024 Workshop FM4Science Poster
- Readers: Everyone
A Mamba-Based Foundation Model for Chemistry
Emilio Vital Brazil, Eduardo Soares, Victor Yukio Shirasuna, Renato Cerqueira, Dmitry Zubarev, Kristin Schmidt
- Published: 11 Oct 2024, Last Modified: 10 Nov 2024
- Neurips 2024 Workshop FM4Science Poster
- Readers: Everyone
AtmosArena: Benchmarking Foundation Models for Atmospheric Sciences
Tung Nguyen, Prateik Sinha, Advit Deepak, Karen A. McKinnon, Aditya Grover
- Published: 11 Oct 2024, Last Modified: 02 Nov 2024
- Neurips 2024 Workshop FM4Science Poster
- Readers: Everyone
Towards Interpretable Scientific Foundation Models: Sparse Autoencoders for Disentangling Dense Embeddings of Scientific Concepts
Charles O'Neill, Christine Ye, Kartheik G. Iyer, John F Wu
- Published: 11 Oct 2024, Last Modified: 02 Nov 2024
- Neurips 2024 Workshop FM4Science Oral
- Readers: Everyone
Pulsar Candidate Classification with Multimodal Large Language Models
Fuyong Zhao, Yuyang Li, Yanhao Wang, Hui Li, Mei Chen, Panfeng Chen, Ningchen Sun, Cunshi Wang, Jifeng Liu
- Published: 11 Oct 2024, Last Modified: 02 Nov 2024
- Neurips 2024 Workshop FM4Science Poster
- Readers: Everyone
Weighted Diversified Sampling for Efficient Data-Driven Single-Cell Gene-Gene Interaction Discovery
Yifan Wu, Yuntao Yang, Zirui Liu, Zhao Li, Khushbu Pahwa, Rongbin Li, Wenjin Zheng, Xia Hu, Zhaozhuo Xu
- Published: 11 Oct 2024, Last Modified: 11 Nov 2024
- Neurips 2024 Workshop FM4Science Poster
- Readers: Everyone
OPI: An Open Instruction Dataset for Adapting Large Language Models to Protein-Related Tasks
Hongwang Xiao, Wenjun Lin, Hui Wang, Zheng Liu, Qiwei Ye
- Published: 11 Oct 2024, Last Modified: 12 Nov 2024
- Neurips 2024 Workshop FM4Science Poster
- Readers: Everyone
Generative Models in Protein Engineering: A Comprehensive Survey
Chen Xinhui, Yiwen Yuan, Joseph Liu, Chak Tou Leong, Xiaoye Zhu, Jiaqi Chen
- Published: 11 Oct 2024, Last Modified: 02 Nov 2024
- Neurips 2024 Workshop FM4Science Poster
- Readers: Everyone
Extralonger: Toward a Unified Perspective of Spatial-Temporal Factors for Extra-Long-Term Traffic Forecasting
Zhiwei Zhang, Shaojun E, Fandong Meng, Jie Zhou, Wenjuan Han
- Published: 11 Oct 2024, Last Modified: 02 Nov 2024
- Neurips 2024 Workshop FM4Science Oral
- Readers: Everyone