Title
Can LLMs Leverage Observational Data? Towards Data-Driven Causal Discovery with LLMs Yuni Susanti Michael Färber 31 0 0 15 Apr 2025
BiasCause: Evaluate Socially Biased Causal Reasoning of Large Language Models Tian Xie Tongxin Yin Vaishakh Keshava Xueru Zhang Siddhartha Reddy Jonnalagadda ELM LRM 57 0 0 08 Apr 2025
Can Large Language Models Help Experimental Design for Causal Discovery? Junyi Li Yongqiang Chen Chenxi Liu Qianyi Cai Tongliang Liu Bo Han Kun Zhang Hui Xiong CML 65 0 0 03 Mar 2025
Prompting Strategies for Enabling Large Language Models to Infer Causation from Correlation Eleni Sgouritsa Virginia Aglietti Yee Whye Teh Arnaud Doucet A. Gretton Silvia Chiappa ReLM LRM 82 0 0 18 Dec 2024
COLD: Causal reasOning in cLosed Daily activities Abhinav Joshi A. Ahmad Ashutosh Modi LRM ReLM 74 1 0 29 Nov 2024
Failure Modes of LLMs for Causal Reasoning on Narratives Khurram Yamin Shantanu Gupta Gaurav R. Ghosal Zachary Chase Lipton Bryan Wilder LRM 34 0 0 31 Oct 2024
Estimating Causal Effects of Text Interventions Leveraging LLMs Siyi Guo Myrl G. Marmarelis Fred Morstatter Kristina Lerman CML 137 0 0 28 Oct 2024
Causality for Large Language Models Anpeng Wu Kun Kuang Minqin Zhu Yingrong Wang Yujia Zheng Kairong Han B. Li Guangyi Chen Fei Wu Kun Zhang LRM 46 7 0 20 Oct 2024
DPLM-2: A Multimodal Diffusion Protein Language Model X. Wang Zaixiang Zheng Fei Ye Dongyu Xue Shujian Huang Quanquan Gu 25 13 0 17 Oct 2024
Do LLMs Have the Generalization Ability in Conducting Causal Inference? Chen Wang Dongming Zhao Bo Wang Ruifang He Yuexian Hou ELM 27 0 0 15 Oct 2024
Reasoning Elicitation in Language Models via Counterfactual Feedback Alihan Hüyük Xinnuo Xu Jacqueline Maasch Aditya V. Nori Javier González ReLM LRM 134 1 0 02 Oct 2024
CHECKWHY: Causal Fact Verification via Argument Structure Jiasheng Si Yibo Zhao Yingjie Zhu Haiyang Zhu Wenpeng Lu Deyu Zhou CML HILM LRM 40 1 0 20 Aug 2024
Knowledge Graph Structure as Prompt: Improving Small Language Models Capabilities for Knowledge-based Causal Discovery Yuni Susanti Michael Färber 34 3 0 26 Jul 2024
Using GPT-4 to guide causal machine learning Anthony C. Constantinou N. K. Kitson Alessio Zanga CML 31 1 0 26 Jul 2024
Latent Causal Probing: A Formal Perspective on Probing with Causal Models of Data Charles Jin Martin Rinard 32 1 0 18 Jul 2024
A Critical Review of Causal Reasoning Benchmarks for Large Language Models Linying Yang Vik Shirvaikar Oscar Clivio Fabian Falck ELM LRM 47 4 0 10 Jul 2024
CELLO: Causal Evaluation of Large Vision-Language Models Meiqi Chen Bo Peng Yan Zhang Chaochao Lu LRM ELM 39 0 0 27 Jun 2024
Quriosity: Analyzing Human Questioning Behavior and Causal Inquiry through Curiosity-Driven Queries Roberto Ceraolo Dmitrii Kharlapenko Amélie Reymond Rada Mihalcea Mrinmaya Sachan Bernhard Schölkopf Zhijing Jin Zhijing Jin CML 32 2 0 30 May 2024
CausalBench: A Comprehensive Benchmark for Causal Learning Capability of Large Language Models Yu Zhou Xingyu Wu Beichen Huang Jibin Wu Liang Feng Kay Chen Tan ELM CML 42 2 0 09 Apr 2024
Self-Labeling in Multivariate Causality and Quantification for Adaptive Machine Learning Yutian Ren A. Yen G. P. Li CML 48 0 0 08 Apr 2024
Cause and Effect: Can Large Language Models Truly Understand Causality? Swagata Ashwani Kshiteesh Hegde Nishith Reddy Mannuru Mayank Jindal Dushyant Singh Sengar Krishna Chaitanya Rao Kathala Dishant Banga Vinija Jain Aman Chadha LRM 40 18 0 28 Feb 2024
Limits of Transformer Language Models on Learning to Compose Algorithms Jonathan Thomm Aleksandar Terzić Giacomo Camposampiero Michael Hersche Bernhard Schölkopf Abbas Rahimi 39 3 0 08 Feb 2024
The Essential Role of Causality in Foundation World Models for Embodied AI Tarun Gupta Wenbo Gong Chao Ma Nick Pawlowski Agrin Hilmkil ... Jianfeng Gao Stefan Bauer Danica Kragic Bernhard Schölkopf Cheng Zhang 30 15 0 06 Feb 2024
Discovery of the Hidden World with Large Language Models Chenxi Liu Yongqiang Chen Tongliang Liu Mingming Gong James Cheng Bo Han Kun Zhang CML 65 10 0 06 Feb 2024
Zero-shot Causal Graph Extrapolation from Text via LLMs Alessandro Antonucci Gregorio Piqué Marco Zaffalon 14 13 0 22 Dec 2023
CLadder: Assessing Causal Reasoning in Language Models Zhijing Jin Yuen Chen Felix Leeb Luigi Gresele Ojasv Kamal ... Kevin Blin Fernando Gonzalez Adauto Max Kleiman-Weiner Mrinmaya Sachan Bernhard Schölkopf ReLM ELM LRM 43 62 0 07 Dec 2023
Applying Large Language Models for Causal Structure Learning in Non Small Cell Lung Cancer Narmada Naik Ayush Khandelwal Mohit Joshi Madhusudan Atre Hollis Wright ... Giridhar Mamidipudi Ganapati Srinivasa Carlo Bifulco B. Piening Kevin Matlock 115 11 0 13 Nov 2023
CRAB: Assessing the Strength of Causal Relationships Between Real-world Events Angelika Romanou Syrielle Montariol Debjit Paul Leo Laugier Karl Aberer Antoine Bosselut NAI 18 19 0 07 Nov 2023
Learned Causal Method Prediction Shantanu Gupta Cheng Zhang Agrin Hilmkil OOD 38 2 0 07 Nov 2023
An Interdisciplinary Outlook on Large Language Models for Scientific Research James Boyko Joseph Cohen Nathan Fox Maria Han Veiga Jennifer I-Hsiu Li ... Andreas H. Rauch Kenneth N. Reid Soumi Tribedi Anastasia Visheratina Xin Xie 36 17 0 03 Nov 2023
The Mystery of In-Context Learning: A Comprehensive Survey on Interpretation and Analysis Yuxiang Zhou Jiazheng Li Yanzheng Xiang Hanqi Yan Lin Gui Yulan He 22 14 0 01 Nov 2023
Large Language Models are Temporal and Causal Reasoners for Video Question Answering Dohwan Ko Ji Soo Lee Wooyoung Kang Byungseok Roh Hyunwoo J. Kim LRM 33 31 0 24 Oct 2023
Towards Causal Foundation Model: on Duality between Causal Inference and Attention Jiaqi Zhang Joel Jennings Agrin Hilmkil Nick Pawlowski Cheng Zhang Chao Ma CML 54 13 0 01 Oct 2023
Diffusion Language Models Can Perform Many Tasks with Scaling and Instruction-Finetuning Jiasheng Ye Zaixiang Zheng Yu Bao Lihua Qian Quanquan Gu DiffM 52 14 0 23 Aug 2023
GPT-Based Models Meet Simulation: How to Efficiently Use Large-Scale Pre-Trained Language Models Across Simulation Tasks Philippe J. Giabbanelli LLMAG ALM AI4CE 20 13 0 21 Jun 2023
Building Resilient SMEs: Harnessing Large Language Models for Cyber Security in Australia Benjamin Kereopa-Yorke 10 8 0 05 Jun 2023
Causal Reasoning and Large Language Models: Opening a New Frontier for Causality Emre Kıcıman Robert Osazuwa Ness Amit Sharma Chenhao Tan LRM ELM 24 259 0 28 Apr 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 286 2,232 0 22 Mar 2023
Emerging Synergies in Causality and Deep Generative Models: A Survey Guanglin Zhou Shaoan Xie Guang-Yuan Hao Shiming Chen Biwei Huang Xiwei Xu Chen Wang Liming Zhu Lina Yao Kun Zhang AI4CE 50 11 0 29 Jan 2023
Deep Causal Learning: Representation, Discovery and Inference Zizhen Deng Xiaolong Zheng Hu Tian D. Zeng CML BDL 31 11 0 07 Nov 2022
Complexity-Based Prompting for Multi-Step Reasoning Yao Fu Hao-Chun Peng Ashish Sabharwal Peter Clark Tushar Khot ReLM LRM 162 412 0 03 Oct 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 311 11,915 0 04 Mar 2022