NeurIPS 2024 Workshop TRL Submissions

PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning
Weihua Hu, Yiwen Yuan, Zecheng Zhang, Akihiro Nitta, Kaidi Cao, Vid Kocijan, Jinu Sunil, Jure Leskovec, Matthias Fey
- Published: 10 Oct 2024, Last Modified: 21 Oct 2024
- TRL @ NeurIPS 2024 Oral
- Readers: Everyone
TART: An Open-Source Tool-Augmented Framework for Explainable Table-based Reasoning
Xinyuan Lu, Liangming Pan, Yubo Ma, Preslav Nakov, Min-Yen Kan
- Published: 10 Oct 2024, Last Modified: 27 Oct 2024
- TRL @ NeurIPS 2024 Oral
- Readers: Everyone
MotherNet: Fast Training and Inference via Hyper-Network Transformers
Andreas C Mueller, Carlo A Curino, Raghu Ramakrishnan
- Published: 10 Oct 2024, Last Modified: 28 Oct 2024
- TRL @ NeurIPS 2024 Oral
- Readers: Everyone
Recurrent Interpolants for Probabilistic Time Series Prediction
Yu Chen, Marin Biloš, Sarthak Mittal, Wei Deng, Kashif Rasul, Anderson Schneider
- Published: 10 Oct 2024, Last Modified: 25 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Improving LLM Group Fairness on Tabular Data via In-Context Learning
Valeriia Cherepanova, Chia-Jung Lee, Nil-Jana Akpinar, Riccardo Fogliato, Martin Andres Bertran, Michael Kearns, James Zou
- Published: 10 Oct 2024, Last Modified: 30 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
UniTable: Towards a Unified Framework for Table Recognition via Self-Supervised Pretraining
ShengYun Peng, Aishwarya Chakravarthy, Seongmin Lee, Xiaojing Wang, Rajarajeswari Balasubramaniyan, Duen Horng Chau
- Published: 10 Oct 2024, Last Modified: 18 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Distributionally robust self-supervised learning for tabular data
Shantanu Ghosh, Tiankang Xie, Mikhail Kuznetsov
- Published: 10 Oct 2024, Last Modified: 25 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
AdapTable: Test-Time Adaptation for Tabular Data via Shift-Aware Uncertainty Calibrator and Label Distribution Handler
Changhun Kim, Taewon Kim, Seungyeon Woo, June Yong Yang, Eunho Yang
- Published: 10 Oct 2024, Last Modified: 30 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Unmasking Trees for Tabular Data
Calvin McCarter
- Published: 10 Oct 2024, Last Modified: 20 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone