ICML 2024 Workshop AI4Science Submissions

AsEP: Benchmarking Deep Learning Methods for Antibody-specific Epitope Prediction
ChuNan Liu, Lilian Denzler, Yihong Chen, Brooks Paige, Andrew CR Martin
- Published: 17 Jun 2024, Last Modified: 17 Jul 2024
- ICML2024-AI4Science Poster
- Readers: Everyone
Integrating Chemistry Knowledge in Large Language Models via Prompt Engineering
Hongxuan Liu, Haoyu Yin, Zhiyao Luo, Xiaonan Wang
- Published: 17 Jun 2024, Last Modified: 17 Jul 2024
- ICML2024-AI4Science Poster
- Readers: Everyone
Scalable unsupervised alignment of metric and nonmetric structures
Sanketh Vedula, Valentino Maiorca, Lorenzo Basile, Francesco Locatello, Alexander Bronstein
- Published: 17 Jun 2024, Last Modified: 17 Jul 2024
- ICML2024-AI4Science Poster
- Readers: Everyone
MetaGFN: Exploring Distant Modes with Adapted Metadynamics for Continuous GFlowNets
Dominic Phillips, Flaviu Cipcigan
- Published: 17 Jun 2024, Last Modified: 17 Jul 2024
- ICML2024-AI4Science Poster
- Readers: Everyone
Accelerating Electron Dynamics Simulations through Machine Learned Time Propagators
Karan Shah, Attila Cangi
- Published: 17 Jun 2024, Last Modified: 25 Jul 2024
- ICML2024-AI4Science Poster
- Readers: Everyone
Antigen-Specific Antibody Design via Direct Energy-based Preference Optimization
Xiangxin Zhou, Dongyu Xue, Ruizhe Chen, Zaixiang Zheng, Liang Wang, Quanquan Gu
- Published: 17 Jun 2024, Last Modified: 17 Jul 2024
- ICML2024-AI4Science Poster
- Readers: Everyone
Active propulsion noise shaping for multi-rotor aircraft localization
Tamir Shor, Gabriele Serussi, Tom Hirshberg, Chaim Baskin, Alex M. Bronstein
- Published: 17 Jun 2024, Last Modified: 17 Jul 2024
- ICML2024-AI4Science Poster
- Readers: Everyone
MESS: Modern Electronic Structure Simulations
Hatem Helal, Andrew W Fitzgibbon
- Published: 17 Jun 2024, Last Modified: 17 Jul 2024
- ICML2024-AI4Science Poster
- Readers: Everyone
Accelerating Simulation of Two-Phase Flows with Neural PDE Surrogates
Yoeri Poels, Koen Minartz, Harshit Bansal, Vlado Menkovski
- Published: 17 Jun 2024, Last Modified: 17 Jul 2024
- ICML2024-AI4Science Poster
- Readers: Everyone
ScaLES: Scalable Latent Exploration Score for Pre-Trained Generative Networks
Omer Ronen, Ahmed Imtiaz Humayun, Randall Balestriero, Richard Baraniuk, Bin Yu
- Published: 17 Jun 2024, Last Modified: 17 Jul 2024
- ICML2024-AI4Science Poster
- Readers: Everyone
Multi-Frequency Progressive Refinement for Learned Inverse Scattering
Owen Melia, Olivia Tsang, Vasileios Charisopoulos, Yuehaw Khoo, Jeremy Hoskins, Rebecca Willett
- Published: 17 Jun 2024, Last Modified: 22 Jul 2024
- ICML2024-AI4Science Poster
- Readers: Everyone
Quantum circuit synthesis with diffusion models
Florian Fürruter, Gorka Muñoz-Gil, Hans J Briegel
- Published: 17 Jun 2024, Last Modified: 17 Jul 2024
- ICML2024-AI4Science Poster
- Readers: Everyone
Topological Neural Networks go Persistent, Equivariant and Continuous
Yogesh Verma, Amauri H Souza, Vikas Garg
- Published: 17 Jun 2024, Last Modified: 19 Jul 2024
- ICML2024-AI4Science Poster
- Readers: Everyone
Energy-Free Guidance of Geometric Diffusion Models for 3D Molecule Inverse Design
Aksh Garg, Jiaqi Han, Sanjay Nagaraj, Minkai Xu
- Published: 17 Jun 2024, Last Modified: 21 Jul 2024
- ICML2024-AI4Science Poster
- Readers: Everyone
Robust Learning of Transfer Functions for Single-Cell Transcriptomics Depth Normalization
Da Kuang, Junhyong Kim
- Published: 17 Jun 2024, Last Modified: 25 Jul 2024
- ICML2024-AI4Science Poster
- Readers: Everyone
Training-free Design of Augmentations with Data-centric Principles
Jieke Wu, Wei Huang, Mingyuan Bai, Xiaoling Hu, Yi Duan, Wuyang Chen
- Published: 17 Jun 2024, Last Modified: 17 Jul 2024
- ICML2024-AI4Science Poster
- Readers: Everyone
UPS: Efficiently Building Foundation Models for PDE Solving via Cross-Modal Adaptation
Junhong Shen, Tanya Marwah, Ameet Talwalkar
- Published: 17 Jun 2024, Last Modified: 17 Jul 2024
- ICML2024-AI4Science Spotlight
- Readers: Everyone
Scalable Anomaly Detection in Batch Polishing Processes for Inertial Confinement Fusion Shells
Shashank Galla, Akash Tiwari, Kshitij Bhardwaj, Sean Michael Hayes, Satish Bukkapatnam, Suhas Bhandarkar
- Published: 17 Jun 2024, Last Modified: 17 Jul 2024
- ICML2024-AI4Science Poster
- Readers: Everyone
EEG2TEXT: Open Vocabulary EEG-to-Text Decoding with EEG Pre-Training and Multi-View Transformer
Hanwen Liu, Daniel Hajialigol, Benny Antony, Aiguo Han, Xuan Wang
- Published: 17 Jun 2024, Last Modified: 26 Jul 2024
- ICML2024-AI4Science Poster
- Readers: Everyone
GraphBPE: Molecular Graphs Meet Byte-Pair Encoding
Yuchen Shen, Barnabas Poczos
- Published: 17 Jun 2024, Last Modified: 22 Jul 2024
- ICML2024-AI4Science Poster
- Readers: Everyone
The Scaling Law in Astronomical Time Series Data
Jia-Shu Pan, Yuan-Sen Ting, Jie Yu, Yang Huang, Ji-Feng Liu
- Published: 17 Jun 2024, Last Modified: 17 Jul 2024
- ICML2024-AI4Science Poster
- Readers: Everyone
Multi-task Extension of Geometrically Aligned Transfer Encoder
Sung Moon Ko, Sumin Lee, Dae-Woong Jeong, Hyunseung Kim, Chanhui Lee, Soorin Yim, Sehui Han
- Published: 17 Jun 2024, Last Modified: 18 Jul 2024
- ICML2024-AI4Science Poster
- Readers: Everyone
Cross-modality Matching and Prediction of Perturbation Responses with Labeled Gromov-Wasserstein Optimal Transport
Jayoung Ryu, Romain Lopez, Charlotte Bunne, Luca Pinello, Aviv Regev
- Published: 17 Jun 2024, Last Modified: 17 Jul 2024
- ICML2024-AI4Science Oral
- Readers: Everyone
Text Serialization and Their Relationship with the Conventional Paradigms of Tabular Machine Learning
Simon Austin Lee, Kyoka Ono
- Published: 17 Jun 2024, Last Modified: 17 Jul 2024
- ICML2024-AI4Science Poster
- Readers: Everyone
Enhancing Protein Design Robustness through Noise-Informed Sequence Design
Yehlin Cho, Sergey Ovchinnikov, Christopher Frank
- Published: 17 Jun 2024, Last Modified: 17 Jul 2024
- ICML2024-AI4Science Poster
- Readers: Everyone