CLIP-Dissect: Automatic Description of Neuron Representations in Deep Vision Networks

23 April 2022

Papers citing "CLIP-Dissect: Automatic Description of Neuron Representations in Deep Vision Networks"

18 / 18 papers shown

Title
Wasserstein Distances Made Explainable: Insights into Dataset Shifts and Transport Phenomena Philip Naumann Jacob R. Kauffmann G. Montavon 19 0 0 09 May 2025
Effective Skill Unlearning through Intervention and Abstention Yongce Li Chung-En Sun Tsui-Wei Weng MU 86 0 0 27 Mar 2025
Discovering Influential Neuron Path in Vision Transformers Yifan Wang Yifei Liu Yingdong Shi C. Li Anqi Pang Sibei Yang Jingyi Yu Kan Ren ViT 69 0 0 12 Mar 2025
Show and Tell: Visually Explainable Deep Neural Nets via Spatially-Aware Concept Bottleneck Models Itay Benou Tammy Riklin-Raviv 62 0 0 27 Feb 2025
LaVCa: LLM-assisted Visual Cortex Captioning Takuya Matsuyama Shinji Nishimoto Yu Takagi 48 0 0 20 Feb 2025
VLG-CBM: Training Concept Bottleneck Models with Vision-Language Guidance Divyansh Srivastava Beatriz Cabrero-Daniel Christian Berger VLM 57 8 0 17 Jan 2025
Crafting Large Language Models for Enhanced Interpretability Chung-En Sun Tuomas P. Oikarinen Tsui-Wei Weng 23 6 0 05 Jul 2024
AND: Audio Network Dissection for Interpreting Deep Acoustic Models Tung-Yu Wu Yu-Xiang Lin Tsui-Wei Weng 43 1 0 24 Jun 2024
Interpreting the Second-Order Effects of Neurons in CLIP Yossi Gandelsman Alexei A. Efros Jacob Steinhardt MILM 48 16 0 06 Jun 2024
Learning Discrete Concepts in Latent Hierarchical Models Lingjing Kong Guan-Hong Chen Biwei Huang Eric P. Xing Yuejie Chi Kun Zhang 44 4 0 01 Jun 2024
Linear Explanations for Individual Neurons Tuomas P. Oikarinen Tsui-Wei Weng FAtt MILM 29 5 0 10 May 2024
A Multimodal Automated Interpretability Agent Tamar Rott Shaham Sarah Schwettmann Franklin Wang Achyuta Rajaram Evan Hernandez Jacob Andreas Antonio Torralba 26 17 0 22 Apr 2024
On the Value of Labeled Data and Symbolic Methods for Hidden Neuron Activation Analysis Abhilekha Dalal R. Rayan Adrita Barua Eugene Y. Vasserman Md Kamruzzaman Sarker Pascal Hitzler 27 4 0 21 Apr 2024
CEIR: Concept-based Explainable Image Representation Learning Yan Cui Shuhong Liu Liuzhuozheng Li Zhiyuan Yuan SSL VLM 21 3 0 17 Dec 2023
Labeling Neural Representations with Inverse Recognition Kirill Bykov Laura Kopf Shinichi Nakajima Marius Kloft Marina M.-C. Höhne BDL 19 15 0 22 Nov 2023
The Importance of Prompt Tuning for Automated Neuron Explanations Justin Lee Tuomas P. Oikarinen Arjun Chatha Keng-Chi Chang Yilan Chen Tsui-Wei Weng LRM 17 5 0 09 Oct 2023
Identifying Interpretable Subspaces in Image Representations N. Kalibhat S. Bhardwaj Bayan Bruss Hamed Firooz Maziar Sanjabi S. Feizi FAtt 25 26 0 20 Jul 2023
Natural Language Descriptions of Deep Visual Features Evan Hernandez Sarah Schwettmann David Bau Teona Bagashvili Antonio Torralba Jacob Andreas MILM 196 116 0 26 Jan 2022