Are Large Language Models Dynamic Treatment Planners? An In Silico Study from a Prior Knowledge Injection Angle
Fuente:
arXiv
Saved in:
| Main Authors: | Luo, Zhiyao, Zhu, Tingting |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
MDAgent2: Large Language Model for Code Generation and Knowledge Q&A in Molecular Dynamics
by: Shi, Zhuofan, et al.
Published: (2026)
by: Shi, Zhuofan, et al.
Published: (2026)
MolEdit: Knowledge Editing for Multimodal Molecule Language Models
by: Lei, Zhenyu, et al.
Published: (2025)
by: Lei, Zhenyu, et al.
Published: (2025)
Semantic-Enhanced Time-Series Forecasting via Large Language Models
by: Liu, Hao, et al.
Published: (2025)
by: Liu, Hao, et al.
Published: (2025)
Vector-Quantized Discrete Latent Factors Meet Financial Priors: Dynamic Cross-Sectional Stock Ranking Prediction for Portfolio Construction
by: Kim, Namhyoung, et al.
Published: (2026)
by: Kim, Namhyoung, et al.
Published: (2026)
A Domain Adaptation of Large Language Models for Classifying Mechanical Assembly Components
by: Elhambakhsh, Fatemeh, et al.
Published: (2025)
by: Elhambakhsh, Fatemeh, et al.
Published: (2025)
HKGAI-V1: Towards Regional Sovereign Large Language Model for Hong Kong
by: Han, Sirui, et al.
Published: (2025)
by: Han, Sirui, et al.
Published: (2025)
Large and Deep Factor Models
by: Kelly, Bryan, et al.
Published: (2024)
by: Kelly, Bryan, et al.
Published: (2024)
Using Large Language Models for Parametric Shape Optimization
by: Zhang, Xinxin, et al.
Published: (2024)
by: Zhang, Xinxin, et al.
Published: (2024)
ChatMol: A Versatile Molecule Designer Based on the Numerically Enhanced Large Language Model
by: Fan, Chuanliu, et al.
Published: (2025)
by: Fan, Chuanliu, et al.
Published: (2025)
Operator Learning for Reconstructing Flow Fields from Sparse Measurements: a Language Model Approach
by: Zhang, Qian, et al.
Published: (2026)
by: Zhang, Qian, et al.
Published: (2026)
CatMemo at the FinLLM Challenge Task: Fine-Tuning Large Language Models using Data Fusion in Financial Applications
by: Cao, Yupeng, et al.
Published: (2024)
by: Cao, Yupeng, et al.
Published: (2024)
HELM: Hierarchical Encoding for mRNA Language Modeling
by: Yazdani-Jahromi, Mehdi, et al.
Published: (2024)
by: Yazdani-Jahromi, Mehdi, et al.
Published: (2024)
Towards Structured Knowledge: Advancing Triple Extraction from Regional Trade Agreements using Large Language Models
by: Nandini, Durgesh, et al.
Published: (2025)
by: Nandini, Durgesh, et al.
Published: (2025)
Decoding RWA Tokenized U.S. Treasuries: Functional Dissection and Address Role Inference
by: Luo, Junliang, et al.
Published: (2025)
by: Luo, Junliang, et al.
Published: (2025)
Generative Large-Scale Pre-trained Models for Automated Ad Bidding Optimization
by: Lei, Yu, et al.
Published: (2025)
by: Lei, Yu, et al.
Published: (2025)
Parameter-Efficient Instruction Tuning of Large Language Models For Extreme Financial Numeral Labelling
by: Khatuya, Subhendu, et al.
Published: (2024)
by: Khatuya, Subhendu, et al.
Published: (2024)
Optimize Flip Angle Schedules In MR Fingerprinting Using Reinforcement Learning
by: Zhong, Shenjun, et al.
Published: (2025)
by: Zhong, Shenjun, et al.
Published: (2025)
KATO: Knowledge Alignment and Transfer for Transistor Sizing of Different Design and Technology
by: Xing, Wei W., et al.
Published: (2024)
by: Xing, Wei W., et al.
Published: (2024)
StockTime: A Time Series Specialized Large Language Model Architecture for Stock Price Prediction
by: Wang, Shengkun, et al.
Published: (2024)
by: Wang, Shengkun, et al.
Published: (2024)
A Cutting Mechanics-based Machine Learning Modeling Method to Discover Governing Equations of Machining Dynamics
by: Ren, Alisa, et al.
Published: (2025)
by: Ren, Alisa, et al.
Published: (2025)
Self Distillation Fine-Tuning of Protein Language Models Improves Versatility in Protein Design
by: Tavakoli, Amin, et al.
Published: (2025)
by: Tavakoli, Amin, et al.
Published: (2025)
MemKD: Memory-Discrepancy Knowledge Distillation for Efficient Time Series Classification
by: Udayangani, Nilushika, et al.
Published: (2026)
by: Udayangani, Nilushika, et al.
Published: (2026)
Neural Persistence Dynamics
by: Zeng, Sebastian, et al.
Published: (2024)
by: Zeng, Sebastian, et al.
Published: (2024)
WeirNet: A Large-Scale 3D CFD Benchmark for Geometric Surrogate Modeling of Piano Key Weirs
by: Lüddecke, Lisa, et al.
Published: (2026)
by: Lüddecke, Lisa, et al.
Published: (2026)
Optimizing Blockchain Analysis: Tackling Temporality and Scalability with an Incremental Approach with Metropolis-Hastings Random Walks
by: Luo, Junliang, et al.
Published: (2025)
by: Luo, Junliang, et al.
Published: (2025)
Cohort-attention Evaluation Metric against Tied Data: Studying Performance of Classification Models in Cancer Detection
by: Wei, Longfei, et al.
Published: (2025)
by: Wei, Longfei, et al.
Published: (2025)
AAD-LLM: Adaptive Anomaly Detection Using Large Language Models
by: Russell-Gilbert, Alicia, et al.
Published: (2024)
by: Russell-Gilbert, Alicia, et al.
Published: (2024)
A Mechanistic Analysis of Transformers for Dynamical Systems
by: Duthé, Gregory, et al.
Published: (2025)
by: Duthé, Gregory, et al.
Published: (2025)
Large Language Model Scaling Laws for Neural Quantum States in Quantum Chemistry
by: Knitter, Oliver, et al.
Published: (2025)
by: Knitter, Oliver, et al.
Published: (2025)
Exploring Sentiment Dynamics and Predictive Behaviors in Cryptocurrency Discussions by Few-Shot Learning with Large Language Models
by: Tash, Moein Shahiki, et al.
Published: (2024)
by: Tash, Moein Shahiki, et al.
Published: (2024)
Discovering Governing Equations of Geomagnetic Storm Dynamics with Symbolic Regression
by: Markidis, Stefano, et al.
Published: (2025)
by: Markidis, Stefano, et al.
Published: (2025)
ChemReasoner: Heuristic Search over a Large Language Model's Knowledge Space using Quantum-Chemical Feedback
by: Sprueill, Henry W., et al.
Published: (2024)
by: Sprueill, Henry W., et al.
Published: (2024)
Addressing Large Action Spaces in 3D Floorplanning via Spatial Generalization
by: Amin, Fin, et al.
Published: (2024)
by: Amin, Fin, et al.
Published: (2024)
High-Dimensional Bayesian Optimisation with Large-Scale Constraints -- An Application to Aeroelastic Tailoring
by: Maathuis, Hauke, et al.
Published: (2023)
by: Maathuis, Hauke, et al.
Published: (2023)
Summoning the Oracle to Slay It: Mitigating Look-Ahead Bias in Financial Backtesting with Large Language Models
by: Li, Weixian Waylon, et al.
Published: (2026)
by: Li, Weixian Waylon, et al.
Published: (2026)
LSR-IGRU: Stock Trend Prediction Based on Long Short-Term Relationships and Improved GRU
by: Zhu, Peng, et al.
Published: (2024)
by: Zhu, Peng, et al.
Published: (2024)
FlashSchNet: Fast and Accurate Coarse-Grained Neural Network Molecular Dynamics
by: Li, Pingzhi, et al.
Published: (2026)
by: Li, Pingzhi, et al.
Published: (2026)
Assessing Consistency and Reproducibility in the Outputs of Large Language Models: Evidence Across Diverse Finance and Accounting Tasks
by: Wang, Julian Junyan, et al.
Published: (2025)
by: Wang, Julian Junyan, et al.
Published: (2025)
ESM All-Atom: Multi-scale Protein Language Model for Unified Molecular Modeling
by: Zheng, Kangjie, et al.
Published: (2024)
by: Zheng, Kangjie, et al.
Published: (2024)
Latent Generative Modeling of Random Fields from Limited Training Data
by: Warner, James E., et al.
Published: (2025)
by: Warner, James E., et al.
Published: (2025)
Similar Items
-
MDAgent2: Large Language Model for Code Generation and Knowledge Q&A in Molecular Dynamics
by: Shi, Zhuofan, et al.
Published: (2026) -
MolEdit: Knowledge Editing for Multimodal Molecule Language Models
by: Lei, Zhenyu, et al.
Published: (2025) -
Semantic-Enhanced Time-Series Forecasting via Large Language Models
by: Liu, Hao, et al.
Published: (2025) -
Vector-Quantized Discrete Latent Factors Meet Financial Priors: Dynamic Cross-Sectional Stock Ranking Prediction for Portfolio Construction
by: Kim, Namhyoung, et al.
Published: (2026) -
A Domain Adaptation of Large Language Models for Classifying Mechanical Assembly Components
by: Elhambakhsh, Fatemeh, et al.
Published: (2025)