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Jindou Chen

3 accepted papers

2025

KinFormer: Generalizable Dynamical Symbolic Regression for Catalytic Organic Reaction Kinetics

ICLR 2025poster

Modeling kinetic equations is essential for understanding the mechanisms of chemical reactions, yet a complex and time-consuming task. Kinetic equation prediction is formulated as a problem of dynamical symbolic regression (DSR) subject to physical chemistry constraints. Deep learning (DL) holds th…

Cited by 0SourcePDFScholar
2024

Can Large Language Models Serve as Rational Players in Game Theory? A Systematic Analysis

AAAI 2024technical

Game theory, as an analytical tool, is frequently utilized to analyze human behavior in social science research. With the high alignment between the behavior of Large Language Models (LLMs) and humans, a promising research direction is to employ LLMs as substitutes for humans in game experiments, en…

Cited by 66SourcePDFScholar
2023

Task-Level Thinking Steps Help Large Language Models for Challenging Classification Task

EMNLP 2023long main

Large language models (LLMs) have shown incredible performance on many tasks such as dialogue generation, commonsense reasoning and question answering. In-context learning (ICL) is an important paradigm for adapting LLMs to the downstream tasks by prompting few demonstrations. However, the distribut…

Cited by 0SourceScholar