Energy-based Hopfield Boosting for Out-of-Distribution Detection

Energy-based Hopfield Boosting for Out-of-Distribution Detection

14 May 2024

Bernhard Lehner

Sepp Hochreiter

Papers citing "Energy-based Hopfield Boosting for Out-of-Distribution Detection"

12 / 12 papers shown

Title
Outlier-Efficient Hopfield Layers for Large Transformer-Based Models Jerry Yao-Chieh Hu Pei-Hsuan Chang Haozheng Luo Hong-Yu Chen Weijian Li Wei-Po Wang Han Liu 20 25 0 04 Apr 2024
Uniform Memory Retrieval with Larger Capacity for Modern Hopfield Models Dennis Wu Jerry Yao-Chieh Hu Teng-Yun Hsiao Han Liu 22 28 0 04 Apr 2024
Learning with Mixture of Prototypes for Out-of-Distribution Detection Haodong Lu Dong Gong Shuo Wang Jason Xue Lina Yao Kristen Moore OODD 42 22 0 05 Feb 2024
Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement Kai Xu Rongyu Chen Gianni Franchi Angela Yao OODD 35 31 0 30 Sep 2023
Out-of-distribution Detection with Implicit Outlier Transformation Qizhou Wang Junjie Ye Feng Liu Quanyu Dai Marcus Kalander Tongliang Liu Jianye Hao Bo Han OODD 128 45 0 09 Mar 2023
Extremely Simple Activation Shaping for Out-of-Distribution Detection Andrija Djurisic Nebojsa Bozanic Arjun Ashok Rosanne Liu OODD 144 146 0 20 Sep 2022
Mitigating Neural Network Overconfidence with Logit Normalization Hongxin Wei Renchunzi Xie Hao-Ran Cheng Lei Feng Bo An Yixuan Li OODD 158 258 0 19 May 2022
VOS: Learning What You Don't Know by Virtual Outlier Synthesis Xuefeng Du Zhaoning Wang Mu Cai Yixuan Li OODD 171 220 0 02 Feb 2022
CLOOB: Modern Hopfield Networks with InfoLOOB Outperform CLIP Andreas Fürst Elisabeth Rumetshofer Johannes Lehner Viet-Hung Tran Fei Tang ... David P. Kreil Michael K Kopp G. Klambauer Angela Bitto-Nemling Sepp Hochreiter VLM CLIP 179 101 0 21 Oct 2021
On the Importance of Gradients for Detecting Distributional Shifts in the Wild Rui Huang Andrew Geng Yixuan Li 171 324 0 01 Oct 2021
ImageNet-21K Pretraining for the Masses T. Ridnik Emanuel Ben-Baruch Asaf Noy Lihi Zelnik-Manor SSeg VLM CLIP 154 676 0 22 Apr 2021
Modern Hopfield Networks and Attention for Immune Repertoire Classification Michael Widrich Bernhard Schafl Hubert Ramsauer Milena Pavlović Lukas Gruber ... Johannes Brandstetter G. K. Sandve Victor Greiff Sepp Hochreiter G. Klambauer 166 117 0 16 Jul 2020