Where We Have Arrived in Proving the Emergence of Sparse Symbolic
Concepts in AI Models

Where We Have Arrived in Proving the Emergence of Sparse Symbolic Concepts in AI Models

3 May 2023

Maximilian Brunner

Papers citing "Where We Have Arrived in Proving the Emergence of Sparse Symbolic Concepts in AI Models"

12 / 12 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
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
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
Defining and Extracting generalizable interaction primitives from DNNs Lu Chen Siyu Lou Benhao Huang Quanshi Zhang 24 9 0 29 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
A Theoretical Explanation of Activation Sparsity through Flat Minima and Adversarial Robustness Ze Peng Lei Qi Yinghuan Shi Yang Gao 20 3 0 06 Sep 2023
HarsanyiNet: Computing Accurate Shapley Values in a Single Forward Propagation Lu Chen Siyu Lou Keyan Zhang Jin Huang Quanshi Zhang TDI FAtt 6 9 0 04 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 17 10 0 25 Feb 2023
Does a Neural Network Really Encode Symbolic Concepts? Mingjie Li Quanshi Zhang 6 30 0 25 Feb 2023
Discovering and Explaining the Representation Bottleneck of DNNs Huiqi Deng Qihan Ren Hao Zhang Quanshi Zhang 27 59 0 11 Nov 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 14,087 0 02 Dec 2016