Analyzing and Improving Representations with the Soft Nearest Neighbor Loss

5 February 2019

Papers citing "Analyzing and Improving Representations with the Soft Nearest Neighbor Loss"

50 / 96 papers shown

Title
Implicit Contrastive Representation Learning with Guided Stop-gradient Byeongchan Lee Sehyun Lee SSL 266 2 0 12 Mar 2025
On the Use of Deep Learning Models for Semantic Clone Detection Subroto Nag Pinku Debajyoti Mondal C. Roy 107 3 0 19 Dec 2024
JEMA: A Joint Embedding Framework for Scalable Co-Learning with Multimodal Alignment Joao Sousa Roya Darabi A. A. Sousa Frank Brueckner Luís Paulo Reis Ana Reis 68 2 0 31 Oct 2024
Adenocarcinoma Segmentation Using Pre-trained Swin-UNet with Parallel Cross-Attention for Multi-Domain Imaging Abdul Qayyum Moona Mazher Imran Razzak Steven Niederer MedIm 57 0 0 23 Sep 2024
Aircraft Trajectory Segmentation-based Contrastive Coding: A Framework for Self-supervised Trajectory Representation Thaweerath Phisannupawong J. J. Damanik Han-Lim Choi AI4TS SSL 69 2 0 29 Jul 2024
Towards Robust Vision Transformer via Masked Adaptive Ensemble Fudong Lin Jiadong Lou Xu Yuan Nianfeng Tzeng ViT AAML 88 2 0 22 Jul 2024
FlowCon: Out-of-Distribution Detection using Flow-Based Contrastive Learning Saandeep Aathreya Shaun J. Canavan OODD 66 0 0 03 Jul 2024
Separating the "Chirp" from the "Chat": Self-supervised Visual Grounding of Sound and Language Mark Hamilton Andrew Zisserman John R. Hershey William T. Freeman VLM 129 8 0 09 Jun 2024
Early Detection of Misinformation for Infodemic Management: A Domain Adaptation Approach Minjia Mao Xiaohang Zhao Xiao Fang 59 0 0 02 Jun 2024
Modeling Dynamic Topics in Chain-Free Fashion by Evolution-Tracking Contrastive Learning and Unassociated Word Exclusion Xiaobao Wu Xinshuai Dong Liangming Pan Thong Nguyen Anh Tuan Luu 134 14 0 28 May 2024
A Robust Autoencoder Ensemble-Based Approach for Anomaly Detection in Text Jeremie Pantin Christophe Marsala 36 0 0 16 May 2024
Achieving Fairness Through Channel Pruning for Dermatological Disease Diagnosis Qingpeng Kong Ching-Hao Chiu Dewen Zeng Yu-Jen Chen Tsung-Yi Ho Jingtong Hu Yiyu Shi 84 0 0 14 May 2024
Adapting to Distribution Shift by Visual Domain Prompt Generation Zhixiang Chi Li Gu Tao Zhong Huan Liu Yuanhao Yu Konstantinos N Plataniotis Yang Wang VLM OOD 96 10 0 05 May 2024
On the Surprising Efficacy of Distillation as an Alternative to Pre-Training Small Models Sean Farhat Deming Chen 118 0 0 04 Apr 2024
Disentangling Hippocampal Shape Variations: A Study of Neurological Disorders Using Graph Variational Autoencoder with Contrastive Learning Jakaria Rabbi Johannes Kiechle Christian Beaulieu Nilanjan Ray Dana Cobzas 79 0 0 31 Mar 2024
Unsupervised Contrastive Learning for Robust RF Device Fingerprinting Under Time-Domain Shift Jun Chen Weng-Keen Wong B. Hamdaoui 85 4 0 06 Mar 2024
End-to-End Training Induces Information Bottleneck through Layer-Role Differentiation: A Comparative Analysis with Layer-wise Training Keitaro Sakamoto Issei Sato 63 4 0 14 Feb 2024
Symbol as Points: Panoptic Symbol Spotting via Point-based Representation Wenlong Liu Tianyu Yang Yuhan Wang Qizhi Yu Lei Zhang 3DPC 56 6 0 19 Jan 2024
Achieve Fairness without Demographics for Dermatological Disease Diagnosis Ching-Hao Chiu Yu-Jen Chen Yawen Wu Yiyu Shi Tsung-Yi Ho 79 6 0 16 Jan 2024
Rethinking Test-time Likelihood: The Likelihood Path Principle and Its Application to OOD Detection Sicong Huang Jiawei He Kry Yik-Chau Lui 65 0 0 10 Jan 2024
Value Explicit Pretraining for Learning Transferable Representations Kiran Lekkala Henghui Bao Sumedh Anand Sontakke Laurent Itti SSL 74 0 0 19 Dec 2023
Contrastive Learning of View-Invariant Representations for Facial Expressions Recognition Shuvendu Roy Ali Etemad 106 2 0 12 Nov 2023
Uncovering Intermediate Variables in Transformers using Circuit Probing Michael A. Lepori Thomas Serre Ellie Pavlick 161 7 0 07 Nov 2023
Bucks for Buckets (B4B): Active Defenses Against Stealing Encoders Jan Dubiñski Stanislaw Pawlak Franziska Boenisch Tomasz Trzciñski Adam Dziedzic AAML 52 5 0 12 Oct 2023
SCoRe: Submodular Combinatorial Representation Learning Anay Majee Suraj Kothawade Krishnateja Killamsetty Rishabh K. Iyer 136 1 0 29 Sep 2023
Unsupervised Pretraining for Fact Verification by Language Model Distillation A. Bazaga Pietro Lio Bo Dai HILM 100 2 0 28 Sep 2023
Contrastive Learning for Enhancing Robust Scene Transfer in Vision-based Agile Flight Jiaxu Xing L. Bauersfeld Yunlong Song Chunwei Xing Davide Scaramuzza 106 12 0 18 Sep 2023
Contrastive Initial State Buffer for Reinforcement Learning Nico Messikommer Yunlong Song Davide Scaramuzza OffRL 103 9 0 18 Sep 2023
Leveraging Multi-lingual Positive Instances in Contrastive Learning to Improve Sentence Embedding Kaiyan Zhao Qiyu Wu Xin-Qiang Cai Yoshimasa Tsuruoka 42 8 0 16 Sep 2023
Tomato Maturity Recognition with Convolutional Transformers Asim Khan Taimur Hassan Muhammad Shafay Israa Fahmy Naoufel Werghi Seneviratne Mudigansalage Irfan Hussain ViT 69 26 0 04 Jul 2023
Numerical Data Imputation for Multimodal Data Sets: A Probabilistic Nearest-Neighbor Kernel Density Approach F. Lalande Kenji Doya 126 4 0 29 Jun 2023
Toward Fairness Through Fair Multi-Exit Framework for Dermatological Disease Diagnosis Ching-Hao Chiu Hao-Wei Chung Yu-Jen Chen Yi Shi Tsung-Yi Ho 68 10 0 26 Jun 2023
Systematic Architectural Design of Scale Transformed Attention Condenser DNNs via Multi-Scale Class Representational Response Similarity Analysis Andrew Hryniowski Alexander Wong 44 0 0 16 Jun 2023
Deep Classifier Mimicry without Data Access Steven Braun Martin Mundt Kristian Kersting DiffM 50 4 0 03 Jun 2023
Analyzing Text Representations by Measuring Task Alignment César González-Gutiérrez Audi Primadhanty Francesco Cazzaro A. Quattoni 49 3 0 31 May 2023
Machine Reading Comprehension using Case-based Reasoning Dung Ngoc Thai Dhruv Agarwal Mudit Chaudhary Wenlong Zhao Rajarshi Das Manzil Zaheer J. Lee Hannaneh Hajishirzi Andrew McCallum 87 1 0 24 May 2023
Pick your Poison: Undetectability versus Robustness in Data Poisoning Attacks Nils Lukas Florian Kerschbaum 95 1 0 07 May 2023
Identity Encoder for Personalized Diffusion Yu-Chuan Su Kelvin C. K. Chan Yandong Li Yang Zhao Han-Ying Zhang Boqing Gong Haoran Wang Xuhui Jia DiffM 81 8 0 14 Apr 2023
Inversion dynamics of class manifolds in deep learning reveals tradeoffs underlying generalisation Simone Ciceri Lorenzo Cassani Matteo Osella P. Rotondo P. Pizzochero M. Gherardi 76 7 0 09 Mar 2023
Quality-aware Pre-trained Models for Blind Image Quality Assessment Kai Zhao Kun Yuan Ming-Ting Sun Mading Li Xingsen Wen VLM 42 16 0 01 Mar 2023
Coarse-to-Fine Contrastive Learning on Graphs Peiyao Zhao Yuangang Pan Xin Li Xu Chen Ivor W. Tsang L. Liao SSL 61 5 0 13 Dec 2022
A Flexible Nadaraya-Watson Head Can Offer Explainable and Calibrated Classification Alan Q. Wang M. Sabuncu 72 5 0 07 Dec 2022
Mitigating Data Sparsity for Short Text Topic Modeling by Topic-Semantic Contrastive Learning Xiaobao Wu Anh Tuan Luu Xinshuai Dong 122 45 0 23 Nov 2022
Neural Collapse with Normalized Features: A Geometric Analysis over the Riemannian Manifold Can Yaras Peng Wang Zhihui Zhu Laura Balzano Qing Qu 64 44 0 19 Sep 2022
Semantic-based Pre-training for Dialogue Understanding Xuefeng Bai Linfeng Song Yue Zhang 97 7 0 19 Sep 2022
Improving Meta-Learning Generalization with Activation-Based Early-Stopping Simon Guiroy C. Pal Gonçalo Mordido Sarath Chandar 125 3 0 03 Aug 2022
$p$ -DkNN: Out-of-Distribution Detection Through Statistical Testing of Deep Representations Adam Dziedzic Stephan Rabanser Mohammad Yaghini Armin Ale Murat A. Erdogdu Nicolas Papernot AAML 68 3 0 25 Jul 2022
AHD ConvNet for Speech Emotion Classification Asfand Ali Danial Nasir Mohammad Hassan Jawad 27 0 0 10 Jun 2022
Beyond Just Vision: A Review on Self-Supervised Representation Learning on Multimodal and Temporal Data Shohreh Deldari Hao Xue Aaqib Saeed Jiayuan He Daniel V. Smith Flora D. Salim AI4TS 75 37 0 06 Jun 2022
Post-breach Recovery: Protection against White-box Adversarial Examples for Leaked DNN Models Shawn Shan Wen-Luan Ding Emily Wenger Haitao Zheng Ben Y. Zhao AAML 75 11 0 21 May 2022