OmniPred: Language Models as Universal Regressors

OmniPred: Language Models as Universal Regressors

22 February 2024

Papers citing "OmniPred: Language Models as Universal Regressors"

14 / 14 papers shown

Title
Always Tell Me The Odds: Fine-grained Conditional Probability Estimation Liaoyaqi Wang Zhengping Jiang Anqi Liu Benjamin Van Durme 52 0 0 02 May 2025
Large Language Model as Meta-Surrogate for Data-Driven Many-Task Optimization: A Proof-of-Principle Study X. Zhang Yue-jiao Gong Jun Zhang 48 0 0 11 Mar 2025
Teaching Metric Distance to Autoregressive Multimodal Foundational Models Jiwan Chung Saejin Kim Yongrae Jo J. Park Dongjun Min Youngjae Yu 69 0 0 04 Mar 2025
Fourier Head: Helping Large Language Models Learn Complex Probability Distributions Nate Gillman Daksh Aggarwal Michael Freeman Saurabh Singh Chen Sun AI4TS 41 3 0 29 Oct 2024
Predicting from Strings: Language Model Embeddings for Bayesian Optimization Tung Nguyen Qiuyi Zhang Bangding Yang Chansoo Lee J. Bornschein Yingjie Miao Sagi Perel Yutian Chen Xingyou Song BDL 18 3 0 14 Oct 2024
Sample-Efficient Bayesian Optimization with Transfer Learning for Heterogeneous Search Spaces Aryan Deshwal Sait Cakmak Yuhou Xia David Eriksson 25 0 0 09 Sep 2024
SysCaps: Language Interfaces for Simulation Surrogates of Complex Systems Patrick Emami Zhaonan Li Saumya Sinha Truc Nguyen 48 1 0 30 May 2024
Position: Leverage Foundational Models for Black-Box Optimization Xingyou Song Yingtao Tian Robert Tjarko Lange Chansoo Lee Yujin Tang Yutian Chen 38 3 0 06 May 2024
What explains the success of cross-modal fine-tuning with ORCA? Paloma García-de-Herreros Vagrant Gautam Philipp Slusallek Dietrich Klakow Marius Mosbach 22 0 0 20 Mar 2024
Reinforced In-Context Black-Box Optimization Lei Song Chenxiao Gao Ke Xue Chenyang Wu Dong Li Jianye Hao Zongzhang Zhang Chao Qian 21 3 0 27 Feb 2024
Unlocking the Transferability of Tokens in Deep Models for Tabular Data Qi-Le Zhou Han-Jia Ye Le-Ye Wang De-Chuan Zhan 21 7 0 23 Oct 2023
TabTransformer: Tabular Data Modeling Using Contextual Embeddings Xin Huang A. Khetan Milan Cvitkovic Zohar S. Karnin ViT LMTD 140 412 0 11 Dec 2020
Neural Architecture Performance Prediction Using Graph Neural Networks Jovita Lukasik David Friede Heiner Stuckenschmidt M. Keuper GNN AI4CE 20 10 0 19 Oct 2020
Fine-Tuning Language Models from Human Preferences Daniel M. Ziegler Nisan Stiennon Jeff Wu Tom B. Brown Alec Radford Dario Amodei Paul Christiano G. Irving ALM 275 1,561 0 18 Sep 2019