ResearchTrend.AI
Context-Aware Probabilistic Modeling with LLM for Multimodal Time Series Forecasting

Context-Aware Probabilistic Modeling with LLM for Multimodal Time Series Forecasting

Yueyang Yao
Jiajun Li
Xingyuan Dai
MengMeng Zhang
Xiaoyan Gong
Fei Wang
Yisheng Lv
ArXiv (abs)PDFHTML

Papers citing "Context-Aware Probabilistic Modeling with LLM for Multimodal Time Series Forecasting"

2 / 2 papers shown
Title
TimeCAP: Learning to Contextualize, Augment, and Predict Time Series Events with Large Language Model Agents
TimeCAP: Learning to Contextualize, Augment, and Predict Time Series Events with Large Language Model Agents
Geon Lee
Wenchao Yu
Kijung Shin
Wei Cheng
Haifeng Chen
AI4TSLLMAG
136
12
0
17 Feb 2025
CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning
CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning
Peiyuan Liu
Hang Guo
Tao Dai
Naiqi Li
Jigang Bao
Xudong Ren
Yong Jiang
Shu-Tao Xia
AI4TS
167
31
0
12 Mar 2024