Does a Neural Network Really Encode Symbolic Concepts?

25 February 2023

Papers citing "Does a Neural Network Really Encode Symbolic Concepts?"

27 / 27 papers shown

Title
Towards the Three-Phase Dynamics of Generalization Power of a DNN Yuxuan He Junpeng Zhang Hongyuan Zhang Quanshi Zhang AI4CE 26 0 0 11 May 2025
Vision-Centric Representation-Efficient Fine-Tuning for Robust Universal Foreground Segmentation Guoyi Zhang Siyang Chen Guangsheng Xu Han Wang Xiaohu Zhang 31 0 0 20 Apr 2025
Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey Yunkai Dang Kaichen Huang Jiahao Huo Yibo Yan S. Huang ... Kun Wang Yong Liu Jing Shao Hui Xiong Xuming Hu LRM 96 14 0 03 Dec 2024
Why pre-training is beneficial for downstream classification tasks? Xin Jiang Xu Cheng Zechao Li 32 0 0 11 Oct 2024
Alignment Between the Decision-Making Logic of LLMs and Human Cognition: A Case Study on Legal LLMs Lu Chen Yuxuan Huang Yixing Li Yaohui Jin Shuai Zhao Zilong Zheng Quanshi Zhang 29 1 0 06 Oct 2024
SparseVLM: Visual Token Sparsification for Efficient Vision-Language Model Inference Yuan Zhang Chun-Kai Fan Junpeng Ma Wenzhao Zheng Tao Huang ... Denis A. Gudovskiy Tomoyuki Okuno Yohei Nakata Kurt Keutzer Shanghang Zhang VLM 25 37 0 06 Oct 2024
Layerwise Change of Knowledge in Neural Networks Xu Cheng Lei Cheng Zhaoran Peng Yang Xu Tian Han Quanshi Zhang KELM FAtt 33 6 0 13 Sep 2024
Towards the Dynamics of a DNN Learning Symbolic Interactions Qihan Ren Yang Xu Junpeng Zhang Yue Xin Dongrui Liu Quanshi Zhang 26 7 0 27 Jul 2024
Diagnosing the Compositional Knowledge of Vision Language Models from a Game-Theoretic View Jin Wang Shichao Dong Yapeng Zhu Kelu Yao Weidong Zhao Chao Li Ping Luo CoGe LRM 43 2 0 27 May 2024
Quantifying In-Context Reasoning Effects and Memorization Effects in LLMs Siyu Lou Yuntian Chen Xiaodan Liang Liang Lin Quanshi Zhang 32 2 0 20 May 2024
Two-Phase Dynamics of Interactions Explains the Starting Point of a DNN Learning Over-Fitted Features Junpeng Zhang Qing Li Liang Lin Quanshi Zhang AI4CE 35 5 0 16 May 2024
Explainable Generative AI (GenXAI): A Survey, Conceptualization, and Research Agenda Johannes Schneider 81 26 0 15 Apr 2024
Improving Semantic Control in Discrete Latent Spaces with Transformer Quantized Variational Autoencoders Yingji Zhang Danilo S. Carvalho Marco Valentino Ian Pratt-Hartmann André Freitas DRL 48 5 0 01 Feb 2024
Defining and Extracting generalizable interaction primitives from DNNs Lu Chen Siyu Lou Benhao Huang Quanshi Zhang 26 9 0 29 Jan 2024
A Comprehensive Study of Knowledge Editing for Large Language Models Ningyu Zhang Yunzhi Yao Bo Tian Peng Wang Shumin Deng ... Lei Liang Zhiqiang Zhang Xiao-Jun Zhu Jun Zhou Huajun Chen KELM 30 76 0 02 Jan 2024
Explaining How a Neural Network Play the Go Game and Let People Learn Huilin Zhou Huijie Tang Mingjie Li Hao Zhang Zhenyu Liu Quanshi Zhang 31 6 0 15 Oct 2023
Where We Have Arrived in Proving the Emergence of Sparse Symbolic Concepts in AI Models Qihan Ren Maximilian Brunner Wen Shen S. Mintchev 34 11 0 03 May 2023
Technical Note: Defining and Quantifying AND-OR Interactions for Faithful and Concise Explanation of DNNs Mingjie Li Quanshi Zhang 24 9 0 26 Apr 2023
HarsanyiNet: Computing Accurate Shapley Values in a Single Forward Propagation Lu Chen Siyu Lou Keyan Zhang Jin Huang Quanshi Zhang TDI FAtt 14 9 0 04 Apr 2023
Can the Inference Logic of Large Language Models be Disentangled into Symbolic Concepts? Wen Shen Lei Cheng Yuxiao Yang Mingjie Li Quanshi Zhang LRM 25 8 0 03 Apr 2023
Understanding and Unifying Fourteen Attribution Methods with Taylor Interactions Huiqi Deng Na Zou Mengnan Du Weifu Chen Guo-Can Feng Ziwei Yang Zheyang Li Quanshi Zhang FAtt TDI 49 22 0 02 Mar 2023
Bayesian Neural Networks Avoid Encoding Complex and Perturbation-Sensitive Concepts Qihan Ren Huiqi Deng Yunuo Chen Siyu Lou Quanshi Zhang BDL AAML 25 10 0 25 Feb 2023
Discovering and Explaining the Representation Bottleneck of DNNs Huiqi Deng Qihan Ren Hao Zhang Quanshi Zhang 37 59 0 11 Nov 2021
Defining and Quantifying the Emergence of Sparse Concepts in DNNs J. Ren Mingjie Li Qirui Chen Huiqi Deng Quanshi Zhang 12 31 0 11 Nov 2021
Can We Faithfully Represent Masked States to Compute Shapley Values on a DNN? J. Ren Zhanpeng Zhou Qirui Chen Quanshi Zhang FAtt TDI 30 8 0 22 May 2021
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas J. Guibas 3DH 3DPC 3DV PINN 222 14,099 0 02 Dec 2016
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 250 13,364 0 25 Aug 2014