Language Agents Meet Causality -- Bridging LLMs and Causal World Models

25 October 2024

Papers citing "Language Agents Meet Causality -- Bridging LLMs and Causal World Models"

20 / 20 papers shown

Title
Can Large Language Models Reason and Plan? Subbarao Kambhampati LRM 34 73 0 07 Mar 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 52 15 0 06 Feb 2024
Reasoning with Language Model is Planning with World Model Shibo Hao Yi Gu Haodi Ma Joshua Jiahua Hong Zhen Wang D. Wang Zhiting Hu ReLM LRM LLMAG 89 539 0 24 May 2023
Leveraging Pre-trained Large Language Models to Construct and Utilize World Models for Model-based Task Planning L. Guan Karthik Valmeekam S. Sreedharan Subbarao Kambhampati LLMAG 36 170 0 24 May 2023
MemoryBank: Enhancing Large Language Models with Long-Term Memory Wanjun Zhong Lianghong Guo Qi-Fei Gao He Ye Yanlin Wang LLMAG RALM KELM 48 127 0 17 May 2023
Sigmoid Loss for Language Image Pre-Training Xiaohua Zhai Basil Mustafa Alexander Kolesnikov Lucas Beyer CLIP VLM 63 1,028 0 27 Mar 2023
Identifiability of deep generative models without auxiliary information Bohdan Kivva Goutham Rajendran Pradeep Ravikumar Bryon Aragam DRL 58 50 0 20 Jun 2022
Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Michael Ahn Anthony Brohan Noah Brown Yevgen Chebotar Omar Cortes ... Ted Xiao Peng Xu Sichun Xu Mengyuan Yan Andy Zeng LM&Ro 105 1,901 0 04 Apr 2022
Weakly supervised causal representation learning Johann Brehmer P. D. Haan Phillip Lippe Taco S. Cohen OOD CML 52 123 0 30 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 562 9,009 0 28 Jan 2022
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 445 41,106 0 28 May 2020
Weakly-Supervised Disentanglement Without Compromises Francesco Locatello Ben Poole Gunnar Rätsch Bernhard Schölkopf Olivier Bachem Michael Tschannen CoGe OOD DRL 201 315 0 07 Feb 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 211 42,038 0 03 Dec 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 540 11,979 0 27 Aug 2019
COBRA: Data-Efficient Model-Based RL through Unsupervised Object Discovery and Curiosity-Driven Exploration Nicholas Watters Loic Matthey Matko Bosnjak Christopher P. Burgess Alexander Lerchner OffRL 97 117 0 22 May 2019
Disentangling Factors of Variation Using Few Labels Francesco Locatello Michael Tschannen Stefan Bauer Gunnar Rätsch Bernhard Schölkopf Olivier Bachem DRL CML CoGe 52 123 0 03 May 2019
Relational inductive biases, deep learning, and graph networks Peter W. Battaglia Jessica B. Hamrick V. Bapst Alvaro Sanchez-Gonzalez V. Zambaldi ... Pushmeet Kohli M. Botvinick Oriol Vinyals Yujia Li Razvan Pascanu AI4CE NAI 361 3,101 0 04 Jun 2018
World Models David R Ha Jürgen Schmidhuber SyDa 90 1,050 0 27 Mar 2018
Relational Neural Expectation Maximization: Unsupervised Discovery of Objects and their Interactions Sjoerd van Steenkiste Michael Chang Klaus Greff Jürgen Schmidhuber BDL OCL DRL 120 290 0 28 Feb 2018
AI2-THOR: An Interactive 3D Environment for Visual AI Eric Kolve Roozbeh Mottaghi Winson Han Eli VanderBilt Luca Weihs ... Daniel Gordon Yuke Zhu Aniruddha Kembhavi Abhinav Gupta Ali Farhadi LM&Ro 32 1,091 0 14 Dec 2017