NeurIPS 2024 Workshop TRL Submissions

Sparsely Connected Layers for Financial Tabular Data
Mohammed Abdulrahman, Hui Chen, Yin WANG
- Published: 10 Oct 2024, Last Modified: 31 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Towards Optimizing SQL Generation via LLM Routing
Mohammadhossein Malekpour, Nour Shaheen, Foutse Khomh, Amine Mhedhbi
- Published: 21 Oct 2024, Last Modified: 05 Nov 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Learnable Numerical Input Normalization for Tabular Representation Learning based on B-splines
Min-Kook Suh, Moonjung Eo, Ye Seul Sim, Woohyung Lim
- Published: 10 Oct 2024, Last Modified: 31 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Relational Data Generation with Graph Neural Networks and Latent Diffusion Models
Valter Hudovernik
- Published: 10 Oct 2024, Last Modified: 15 Nov 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
TABGEN-RAG: Iterative Retrieval for Tabular Data Generation with Large Language Models
Liancheng Fang, Aiwei Liu, Hengrui Zhang, Henry Peng Zou, Weizhi Zhang, Philip S. Yu
- Published: 10 Oct 2024, Last Modified: 30 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
DynoClass: A Dynamic Table-Class Detection System Without the Need for Predefined Ontologies
Haonan Wang, Eugene Wu, Kechen Liu, Jiaxiang Liu
- Published: 10 Oct 2024, Last Modified: 10 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
HySem: A context length optimized LLM pipeline for unstructured tabular extraction
Narayanan PP, Anantharaman Palacode Narayana Iyer
- Published: 10 Oct 2024, Last Modified: 16 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
AGATa: Attention-Guided Augmentation for Tabular Data in Contrastive Learning
Moonjung Eo, Kyungeun Lee, Min-Kook Suh, Hye-Seung Cho, Ye Seul Sim, Woohyung Lim
- Published: 10 Oct 2024, Last Modified: 31 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Towards Localization via Data Embedding for TabPFN
Mykhailo Koshil, Thomas Nagler, Matthias Feurer, Katharina Eggensperger
- Published: 10 Oct 2024, Last Modified: 31 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
TabDiff: a Unified Diffusion Model for Multi-Modal Tabular Data Generation
Juntong Shi, Minkai Xu, Harper Hua, Hengrui Zhang, Stefano Ermon, Jure Leskovec
- Published: 10 Oct 2024, Last Modified: 31 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Synthetic SQL Column Descriptions and Their Impact on Text-to-SQL Performance
Niklas Wretblad, Oskar Holmström, Erik Larsson, Axel Wiksäter, Hjalmar Öhman, Oscar Söderlund, Ture Pontén, Martin Forsberg, Martin Sörme, Fredrik Heintz
- Published: 10 Oct 2024, Last Modified: 29 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Towards Agentic Schema Refinement
Agapi Rissaki, Ilias Fountalis, Nikolaos Vasiloglou, Wolfgang Gatterbauer
- Published: 10 Oct 2024, Last Modified: 31 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
GAMformer: Exploring In-Context Learning for Generalized Additive Models
Andreas C Mueller, Julien Siems, Harsha Nori, David Salinas, Arber Zela, Rich Caruana, Frank Hutter
- Published: 10 Oct 2024, Last Modified: 31 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Benchmarking table comprehension in the wild
Yikang Pan, Yi Zhu, Rand Xie, Yizhi Liu
- Published: 10 Oct 2024, Last Modified: 30 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Scaling Generative Tabular Learning for Large Language Models
Yiming Sun, Xumeng Wen, Shun Zheng, Xiaowei Jia, Jiang Bian
- Published: 10 Oct 2024, Last Modified: 07 Nov 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Enhancing Biomedical Schema Matching with LLM-based Training Data Generation
Yurong Liu, Aécio Santos, Eduardo H. M. Pena, Roque Lopez, Eden Wu, Juliana Freire
- Published: 10 Oct 2024, Last Modified: 31 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
TabFlex: Scaling Tabular Learning to Millions with Linear Attention
Yuchen Zeng, Wonjun Kang, Andreas C Mueller
- Published: 10 Oct 2024, Last Modified: 30 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
SynQL: Synthetic Data Generation for In-Domain, Low-Resource Text-to-SQL Parsing
Denver Baumgartner, Tomasz Kornuta
- Published: 10 Oct 2024, Last Modified: 28 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
From One to Zero: RAG-IM Adapts Language Models for Interpretable Zero-Shot Predictions on Clinical Tabular Data
Sazan Mahbub, Caleb Ellington, Sina Alinejad, Kevin Wen, Yingtao Luo, Ben Lengerich, Eric P. Xing
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
TARGET: Benchmarking Table Retrieval for Generative Tasks
Xingyu Ji, Aditya Parameswaran, Madelon Hulsebos
- Published: 10 Oct 2024, Last Modified: 31 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Expertise-Centric Prompting Framework for Financial Tabular Data Generation using Pre-trained Large Language Models
Subin Kim, Jungmin Son, Minyoung Jung, Youngjun Kwak
- Published: 10 Oct 2024, Last Modified: 24 Oct 2024
- TRL @ NeurIPS 2024 Oral
- Readers: Everyone
Unlearning Tabular Data Without a "Forget Set''
Aviraj Newatia, Michael Cooper, Rahul Krishnan
- Published: 10 Oct 2024, Last Modified: 31 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Scalable Representation Learning for Multimodal Tabular Transactions
Natraj Raman, Sumitra Ganesh, Manuela Veloso
- Published: 10 Oct 2024, Last Modified: 26 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
On Short Textual Value Column Representation Using Symbol Level Language Models
Ron Begleiter, Nathan Roll
- Published: 10 Oct 2024, Last Modified: 26 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Large Language Models Engineer Too Many Simple Features for Tabular Data
Jaris Küken, Lennart Purucker, Frank Hutter
- Published: 10 Oct 2024, Last Modified: 21 Oct 2024
- TRL @ NeurIPS 2024 Oral
- Readers: Everyone