Title
Seasoning Model Soups for Robustness to Adversarial and Natural Distribution Shifts Francesco Croce Sylvestre-Alvise Rebuffi Evan Shelhamer Sven Gowal AAML 42 17 0 20 Feb 2023
Unsupervised Layer-wise Score Aggregation for Textual OOD Detection Maxime Darrin Guillaume Staerman Eduardo Dadalto Camara Gomes Jackie CK Cheung Pablo Piantanida Pierre Colombo OODD 55 11 0 20 Feb 2023
Unsupervised Evaluation of Out-of-distribution Detection: A Data-centric Perspective Yuhang Zhang Weihong Deng Liang Zheng OODD 37 4 0 16 Feb 2023
Towards Efficient Visual Adaption via Structural Re-parameterization Gen Luo Minglang Huang Yiyi Zhou Xiaoshuai Sun Guannan Jiang Zhiyu Wang Rongrong Ji VLM VPVLM 14 78 0 16 Feb 2023
Dataset Interfaces: Diagnosing Model Failures Using Controllable Counterfactual Generation Joshua Vendrow Saachi Jain Logan Engstrom A. Madry OOD 32 34 0 15 Feb 2023
A Modern Look at the Relationship between Sharpness and Generalization Maksym Andriushchenko Francesco Croce Maximilian Müller Matthias Hein Nicolas Flammarion 3DH 19 56 0 14 Feb 2023
A Review of the Role of Causality in Developing Trustworthy AI Systems Niloy Ganguly Dren Fazlija Maryam Badar M. Fisichella Sandipan Sikdar ... Koustav Rudra Manolis Koubarakis Gourab K. Patro W. Z. E. Amri Wolfgang Nejdl CML 46 23 0 14 Feb 2023
Symbolic Discovery of Optimization Algorithms Xiangning Chen Chen Liang Da Huang Esteban Real Kaiyuan Wang ... Xuanyi Dong Thang Luong Cho-Jui Hsieh Yifeng Lu Quoc V. Le 67 353 0 13 Feb 2023
In Search for a Generalizable Method for Source Free Domain Adaptation Malik Boudiaf Tom Denton B. V. Merrienboer Vincent Dumoulin Eleni Triantafillou TTA 36 19 0 13 Feb 2023
A Simple Zero-shot Prompt Weighting Technique to Improve Prompt Ensembling in Text-Image Models J. Allingham Jie Jessie Ren Michael W. Dusenberry Xiuye Gu Huayu Chen Dustin Tran J. Liu Balaji Lakshminarayanan LLMAG VLM 35 33 0 13 Feb 2023
Scaling Vision Transformers to 22 Billion Parameters Mostafa Dehghani Josip Djolonga Basil Mustafa Piotr Padlewski Jonathan Heek ... Mario Luvcić Xiaohua Zhai Daniel Keysers Jeremiah Harmsen N. Houlsby MLLM 90 574 0 10 Feb 2023
How Reliable is Your Regression Model's Uncertainty Under Real-World Distribution Shifts? Fredrik K. Gustafsson Martin Danelljan Thomas B. Schon OOD UQCV 44 12 0 07 Feb 2023
Pic2Word: Mapping Pictures to Words for Zero-shot Composed Image Retrieval Kuniaki Saito Kihyuk Sohn Xiang Zhang Chun-Liang Li Chen-Yu Lee Kate Saenko Tomas Pfister 30 107 0 06 Feb 2023
RLSbench: Domain Adaptation Under Relaxed Label Shift Saurabh Garg Nick Erickson James Sharpnack Alexander J. Smola Sivaraman Balakrishnan Zachary Chase Lipton VLM 33 31 0 06 Feb 2023
Leaving Reality to Imagination: Robust Classification via Generated Datasets Hritik Bansal Aditya Grover OOD 44 87 0 05 Feb 2023
Certified Robust Control under Adversarial Perturbations Jinghan Yang Hunmin Kim Wenbin Wan N. Hovakimyan Yevgeniy Vorobeychik AAML 19 1 0 04 Feb 2023
Effective Robustness against Natural Distribution Shifts for Models with Different Training Data Zhouxing Shi Nicholas Carlini Ananth Balashankar Ludwig Schmidt Cho-Jui Hsieh Alex Beutel Yao Qin OOD 26 9 0 02 Feb 2023
Confidence and Dispersity Speak: Characterising Prediction Matrix for Unsupervised Accuracy Estimation Weijian Deng Yumin Suh Stephen Gould Liang Zheng UQCV 29 12 0 02 Feb 2023
CLIPood: Generalizing CLIP to Out-of-Distributions Yang Shu Xingzhuo Guo Jialong Wu Ximei Wang Jianmin Wang Mingsheng Long OODD VLM 54 73 0 02 Feb 2023
Simplicity Bias in 1-Hidden Layer Neural Networks Depen Morwani Jatin Batra Prateek Jain Praneeth Netrapalli 29 19 0 01 Feb 2023
Demystifying Disagreement-on-the-Line in High Dimensions Dong-Hwan Lee Behrad Moniri Xinmeng Huang Yan Sun Hamed Hassani 23 8 0 31 Jan 2023
DELTA: degradation-free fully test-time adaptation Bowen Zhao Chen Chen Shutao Xia TTA 86 57 0 30 Jan 2023
Benchmarking Robustness to Adversarial Image Obfuscations Florian Stimberg Ayan Chakrabarti Chun-Ta Lu Hussein Hazimeh Otilia Stretcu ... Merve Kaya Cyrus Rashtchian Ariel Fuxman Mehmet Tek Sven Gowal AAML 37 10 0 30 Jan 2023
Uncovering Adversarial Risks of Test-Time Adaptation Tong Wu Feiran Jia Xiangyu Qi Jiachen T. Wang Vikash Sehwag Saeed Mahloujifar Prateek Mittal AAML TTA 37 9 0 29 Jan 2023
Diverse, Difficult, and Odd Instances (D2O): A New Test Set for Object Classification Ali Borji VLM 37 0 0 29 Jan 2023
Alignment with human representations supports robust few-shot learning Ilia Sucholutsky Thomas Griffiths 24 25 0 27 Jan 2023
Robust Transformer with Locality Inductive Bias and Feature Normalization Omid Nejati Manzari Hossein Kashiani Hojat Asgarian Dehkordi S. B. Shokouhi ViT 24 14 0 27 Jan 2023
Discovering and Mitigating Visual Biases through Keyword Explanation Younghyun Kim Sangwoo Mo Minkyu Kim Kyungmin Lee Jaeho Lee Jinwoo Shin 40 33 0 26 Jan 2023
Out of Distribution Performance of State of Art Vision Model Salman Rahman W. Lee 45 2 0 25 Jan 2023
Learning Customized Visual Models with Retrieval-Augmented Knowledge Haotian Liu Kilho Son Jianwei Yang Ce Liu Jianfeng Gao Yong Jae Lee Chunyuan Li VLM 40 53 0 17 Jan 2023
Vision Learners Meet Web Image-Text Pairs Bingchen Zhao Quan Cui Hao Wu Osamu Yoshie Cheng Yang Oisin Mac Aodha VLM 32 5 0 17 Jan 2023
Vision Based Machine Learning Algorithms for Out-of-Distribution Generalisation Hamza Riaz Alan F. Smeaton OOD 31 2 0 17 Jan 2023
RILS: Masked Visual Reconstruction in Language Semantic Space Shusheng Yang Yixiao Ge Kun Yi Dian Li Ying Shan Xiaohu Qie Xinggang Wang CLIP 43 11 0 17 Jan 2023
Multimodality Helps Unimodality: Cross-Modal Few-Shot Learning with Multimodal Models Zhiqiu Lin Samuel Yu Zhiyi Kuang Deepak Pathak Deva Ramana VLM 20 100 0 16 Jan 2023
SemPPL: Predicting pseudo-labels for better contrastive representations Matko Bovsnjak Pierre Harvey Richemond Nenad Tomašev Florian Strub Jacob Walker Felix Hill Lars Buesing Razvan Pascanu Charles Blundell Jovana Mitrović SSL VLM 49 9 0 12 Jan 2023
Benchmarking Robustness in Neural Radiance Fields Chen Wang Angtian Wang Junbo Li Alan Yuille Cihang Xie 55 11 0 10 Jan 2023
Nuclear Segmentation and Classification: On Color & Compression Generalization Q. Vu R. Jewsbury S. Graham Mostafa Jahanifar S. Raza F. Minhas A. Bhalerao Nasir M. Rajpoot MedIm 24 6 0 09 Jan 2023
TinyMIM: An Empirical Study of Distilling MIM Pre-trained Models Sucheng Ren Fangyun Wei Zheng-Wei Zhang Han Hu 42 35 0 03 Jan 2023
Defense Against Adversarial Attacks on Audio DeepFake Detection Piotr Kawa Marcin Plata P. Syga AAML 42 7 0 30 Dec 2022
SMMix: Self-Motivated Image Mixing for Vision Transformers Yonghong Tian Mingbao Lin Zhihang Lin Yuxin Zhang Rongrong Ji Rongrong Ji 55 10 0 26 Dec 2022
When are Lemons Purple? The Concept Association Bias of Vision-Language Models Yutaro Yamada Yingtian Tang Yoyo Zhang Ilker Yildirim CoGe 26 14 0 22 Dec 2022
Model Ratatouille: Recycling Diverse Models for Out-of-Distribution Generalization Alexandre Ramé Kartik Ahuja Jianyu Zhang Matthieu Cord Léon Bottou David Lopez-Paz MoMe OODD 42 81 0 20 Dec 2022
On the Connection between Invariant Learning and Adversarial Training for Out-of-Distribution Generalization Shiji Xin Yifei Wang Jingtong Su Yisen Wang OOD 23 7 0 18 Dec 2022
Confidence-aware Training of Smoothed Classifiers for Certified Robustness Jongheon Jeong Seojin Kim Jinwoo Shin AAML 21 7 0 18 Dec 2022
From Xception to NEXcepTion: New Design Decisions and Neural Architecture Search Hadar Shavit Filip Jatelnicki Pol Mor-Puigventós W. Kowalczyk 31 2 0 16 Dec 2022
Fake it till you make it: Learning transferable representations from synthetic ImageNet clones Mert Bulent Sariyildiz Alahari Karteek Diane Larlus Yannis Kalantidis DiffM VLM 32 153 0 16 Dec 2022
FlexiViT: One Model for All Patch Sizes Lucas Beyer Pavel Izmailov Alexander Kolesnikov Mathilde Caron Simon Kornblith Xiaohua Zhai Matthias Minderer Michael Tschannen Ibrahim M. Alabdulmohsin Filip Pavetić VLM 55 90 0 15 Dec 2022
Reproducible scaling laws for contrastive language-image learning Mehdi Cherti Romain Beaumont Ross Wightman Mitchell Wortsman Gabriel Ilharco Cade Gordon Christoph Schuhmann Ludwig Schmidt J. Jitsev VLM CLIP 64 747 0 14 Dec 2022
OAMixer: Object-aware Mixing Layer for Vision Transformers H. Kang Sangwoo Mo Jinwoo Shin VLM 39 4 0 13 Dec 2022
Localized Latent Updates for Fine-Tuning Vision-Language Models Moritz Ibing I. Lim Leif Kobbelt VLM 26 1 0 13 Dec 2022