NeurIPS 2024 Workshop TRL Submissions

MSc-SQL: Multi-Sample Critiquing Small Language Models For Text-To-SQL Translation
Satya Krishna Gorti, Ilan Gofman, Zhaoyan Liu, Jiapeng Wu, Noël Vouitsis, Guangwei Yu, Jesse C. Cresswell, Rasa Hosseinzadeh
- Published: 10 Oct 2024, Last Modified: 31 Oct 2024
- TRL @ NeurIPS 2024 Oral
- Readers: Everyone
Tabular Data Generation using Binary Diffusion
Vitaliy Kinakh, Slava Voloshynovskiy
- Published: 10 Oct 2024, Last Modified: 28 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Automating Enterprise Data Engineering with LLMs
Jan-Micha Bodensohn, Ulf Brackmann, Liane Vogel, Anupam Sanghi, Carsten Binnig
- Published: 10 Oct 2024, Last Modified: 30 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Adapting TabPFN for Zero-Inflated Metagenomic Data
Giulia Perciballi, Federica Granese, Ahmad Fall, Farida ZEHRAOUI, Edi Prifti, Jean-Daniel Zucker
- Published: 10 Oct 2024, Last Modified: 30 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Exploration of autoregressive models for in-context learning on tabular data
Stefan K. Baur, Sohyeong Kim
- Published: 10 Oct 2024, Last Modified: 18 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
The Death of Schema Linking? Text-to-SQL in the Age of Well-Reasoned Language Models
Karime Maamari, Fadhil Abubaker, Daniel Jaroslawicz, Amine Mhedhbi
- Published: 10 Oct 2024, Last Modified: 25 Oct 2024
- TRL @ NeurIPS 2024 Oral
- Readers: Everyone
TabGraphs: A Benchmark and Strong Baselines for Learning on Graphs with Tabular Node Features
Gleb Bazhenov, Oleg Platonov, Liudmila Prokhorenkova
- Published: 10 Oct 2024, Last Modified: 28 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Augmenting Small-size Tabular Data with Class-Specific Energy-Based Models
Andrei Margeloiu, Xiangjian Jiang, Nikola Simidjievski, Mateja Jamnik
- Published: 10 Oct 2024, Last Modified: 29 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
RACOON: An LLM-based Framework for Retrieval-Augmented Column Type Annotation with a Knowledge Graph
Lindsey Linxi Wei, Guorui Xiao, Magdalena Balazinska
- Published: 10 Oct 2024, Last Modified: 31 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
PORTAL: Scalable Tabular Foundation Models via Content-Specific Tokenization
Marco Spinaci, Marek Polewczyk, Johannes Hoffart, Markus C. Kohler, Sam Thelin, Tassilo Klein
- Published: 10 Oct 2024, Last Modified: 24 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Drift-Resilient TabPFN: In-Context Learning Temporal Distribution Shifts on Tabular Data
David Schnurr, Kai Helli, Noah Hollmann, Samuel Müller, Frank Hutter
- Published: 10 Oct 2024, Last Modified: 29 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
The Tabular Foundation Model TabPFN Outperforms Specialized Time Series Forecasting Models Based on Simple Features
Shi Bin Hoo, Samuel Müller, David Salinas, Frank Hutter
- Published: 10 Oct 2024, Last Modified: 20 Nov 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Tabby: Tabular Adaptation for Language Models
Sonia Cromp, Satya Sai Srinath Namburi GNVV, Catherine Cao, Mohammed Alkhudhayri, Samuel Guo, Nicholas Roberts, Frederic Sala
- Published: 10 Oct 2024, Last Modified: 30 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Relational Deep Learning: Graph Representation Learning on Relational Databases
Joshua Robinson, Rishabh Ranjan, Weihua Hu, Kexin Huang, Jiaqi Han, Alejandro Dobles, Matthias Fey, Jan Eric Lenssen, Yiwen Yuan, Zecheng Zhang, Xinwei He, Jure Leskovec
- Published: 10 Oct 2024, Last Modified: 10 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Matchmaker: Self-Improving Compositional LLM Programs for Table Schema Matching
Nabeel Seedat, Mihaela van der Schaar
- Published: 10 Oct 2024, Last Modified: 29 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Data-Centric Text-to-SQL with Large Language Models
Zezhou Huang, Shuo Zhang, Kechen Liu, Eugene Wu
- Published: 10 Oct 2024, Last Modified: 24 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Multi-Stage QLoRA with Augmented Structured Dialogue Corpora: Efficient and Improved Conversational Healthcare AI
Dasun Athukoralage, Thushari Atapattu
- Published: 10 Oct 2024, Last Modified: 18 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
ICE-T: Interactions-aware Cross-column Contrastive Embedding for Heterogeneous Tabular Datasets
Tomas Tokar, Scott Sanner
- Published: 10 Oct 2024, Last Modified: 29 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
SALT: Sales Autocompletion Linked Business Tables Dataset
Tassilo Klein, Clemens Biehl, Margarida Costa, Andre Sres, Jonas Kolk, Johannes Hoffart
- Published: 10 Oct 2024, Last Modified: 10 Jan 2025
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
TabSketchFM: Sketch-based Tabular Representation Learning for Data Discovery over Data Lakes
Aamod Khatiwada, Harsha Kokel, Ibrahim Abdelaziz, Subhajit Chaudhury, Julian Dolby, Oktie Hassanzadeh, Zhenhan Huang, Tejaswini Pedapati, Horst Samulowitz, Kavitha Srinivas
- Published: 10 Oct 2024, Last Modified: 08 Dec 2024
- TRL @ NeurIPS 2024 Oral
- Readers: Everyone
TabDeco: A Comprehensive Contrastive Framework for Decoupled Representations in Tabular Data
Suiyao Chen, Jing Wu, Yunxiao Wang, Cheng Ji, Tianpei Xie, Daniel Cociorva, Michael Sharps, Cecile Levasseur, Hakan Brunzell
- Published: 10 Oct 2024, Last Modified: 14 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Learning Metadata-Agnostic Representations for Text-to-SQL In-Context Example Selection
Chuhong Mai, Ro-ee Tal, Thahir Mohamed
- Published: 10 Oct 2024, Last Modified: 16 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Enhancing Table Representations with LLM-powered Synthetic Data Generation
Dayu Yang, Natawut Monaikul, Amanda Ding, Bozhao Tan, Kishore Mosaliganti, Giri Iyengar
- Published: 10 Oct 2024, Last Modified: 29 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
LLM Embeddings Improve Test-time Adaptation to Tabular $Y|X$-Shifts
Yibo Zeng, Jiashuo Liu, Henry Lam, Hongseok Namkoong
- Published: 10 Oct 2024, Last Modified: 31 Oct 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone
Lightweight Correlation-Aware Table Compression
Mihail Stoian, Alexander van Renen, Jan Kobiolka, Ping-Lin Kuo, Josif Grabocka, Andreas Kipf
- Published: 10 Oct 2024, Last Modified: 29 Nov 2024
- TRL @ NeurIPS 2024 Poster
- Readers: Everyone