Title
Leaving Reality to Imagination: Robust Classification via Generated Datasets Hritik Bansal Aditya Grover OOD 44 87 0 05 Feb 2023
Gradient Estimation for Unseen Domain Risk Minimization with Pre-Trained Models Byunggyu Lew Donghyun Son Buru Chang 19 6 0 03 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 23 9 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 46 74 0 02 Feb 2023
Model Monitoring and Robustness of In-Use Machine Learning Models: Quantifying Data Distribution Shifts Using Population Stability Index A. Khademi M. Hopka Devesh Upadhyay OOD 33 3 0 01 Feb 2023
Learning Generalized Zero-Shot Learners for Open-Domain Image Geolocalization Lukas Haas Silas Alberti Michal Skreta VLM 32 21 0 01 Feb 2023
Debiasing Vision-Language Models via Biased Prompts Ching-Yao Chuang Varun Jampani Yuanzhen Li Antonio Torralba Stefanie Jegelka VLM 30 96 0 31 Jan 2023
TopoBERT: Plug and Play Toponym Recognition Module Harnessing Fine-tuned BERT Bing Zhou Lei Zou Yingjie Hu Y. Qiang Daniel Goldberg 23 3 0 31 Jan 2023
Debiased Fine-Tuning for Vision-language Models by Prompt Regularization Beier Zhu Yulei Niu Saeil Lee Minhoe Hur Hanwang Zhang VLM VPVLM 24 22 0 29 Jan 2023
Affective Faces for Goal-Driven Dyadic Communication Scott Geng Revant Teotia Purva Tendulkar Sachit Menon Carl Vondrick VGen 26 18 0 26 Jan 2023
Backward Compatibility During Data Updates by Weight Interpolation Raphael Schumann Elman Mansimov Yi-An Lai Nikolaos Pappas Xibin Gao Yi Zhang 11 4 0 25 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
CiT: Curation in Training for Effective Vision-Language Data Hu Xu Saining Xie Po-Yao (Bernie) Huang Licheng Yu Russ Howes Gargi Ghosh Luke Zettlemoyer Christoph Feichtenhofer VLM DiffM 33 24 0 05 Jan 2023
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 37 81 0 20 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 59 739 0 14 Dec 2022
Understanding Zero-Shot Adversarial Robustness for Large-Scale Models Chengzhi Mao Scott Geng Junfeng Yang Xin Eric Wang Carl Vondrick VLM 42 59 0 14 Dec 2022
Localized Latent Updates for Fine-Tuning Vision-Language Models Moritz Ibing I. Lim Leif Kobbelt VLM 26 1 0 13 Dec 2022
A Whac-A-Mole Dilemma: Shortcuts Come in Multiples Where Mitigating One Amplifies Others Zhiheng Li Ivan Evtimov Albert Gordo C. Hazirbas Tal Hassner Cristian Canton Ferrer Chenliang Xu Mark Ibrahim 34 71 0 09 Dec 2022
PIVOT: Prompting for Video Continual Learning Andrés Villa Juan Carlos León Alcázar Motasem Alfarra Kumail Alhamoud J. Hurtado Fabian Caba Heilbron Alvaro Soto Guohao Li VLM CLL 40 45 0 09 Dec 2022
Editing Models with Task Arithmetic Gabriel Ilharco Marco Tulio Ribeiro Mitchell Wortsman Suchin Gururangan Ludwig Schmidt Hannaneh Hajishirzi Ali Farhadi KELM MoMe MU 57 435 0 08 Dec 2022
InternVideo: General Video Foundation Models via Generative and Discriminative Learning Yi Wang Kunchang Li Yizhuo Li Yinan He Bingkun Huang ... Junting Pan Jiashuo Yu Yali Wang Limin Wang Yu Qiao VLM VGen 55 309 0 06 Dec 2022
Adaptive Testing of Computer Vision Models Irena Gao Gabriel Ilharco Scott M. Lundberg Marco Tulio Ribeiro VLM 17 42 0 06 Dec 2022
Spuriosity Rankings: Sorting Data to Measure and Mitigate Biases Mazda Moayeri Wenxiao Wang Sahil Singla S. Feizi 69 14 0 05 Dec 2022
AGRO: Adversarial Discovery of Error-prone groups for Robust Optimization Bhargavi Paranjape Pradeep Dasigi Vivek Srikumar Luke Zettlemoyer Hannaneh Hajishirzi 36 7 0 02 Dec 2022
Scaling Language-Image Pre-training via Masking Yanghao Li Haoqi Fan Ronghang Hu Christoph Feichtenhofer Kaiming He CLIP VLM 27 318 0 01 Dec 2022
Improving Zero-Shot Models with Label Distribution Priors Jonathan Kahana Niv Cohen Yedid Hoshen VLM 9 14 0 01 Dec 2022
Finetune like you pretrain: Improved finetuning of zero-shot vision models Sachin Goyal Ananya Kumar Sankalp Garg Zico Kolter Aditi Raghunathan CLIP VLM 41 136 0 01 Dec 2022
Exploiting Category Names for Few-Shot Classification with Vision-Language Models Taihong Xiao Zirui Wang Liangliang Cao Jiahui Yu Shengyang Dai Ming Yang VLM MLLM 30 5 0 29 Nov 2022
Context-Aware Robust Fine-Tuning Xiaofeng Mao YueFeng Chen Xiaojun Jia Rong Zhang Hui Xue Zhao Li VLM CLIP 35 24 0 29 Nov 2022
SgVA-CLIP: Semantic-guided Visual Adapting of Vision-Language Models for Few-shot Image Classification Fang Peng Xiaoshan Yang Linhui Xiao Yaowei Wang Changsheng Xu VLM 35 43 0 28 Nov 2022
The Myth of Culturally Agnostic AI Models E. Cetinic DiffM VLM 12 10 0 28 Nov 2022
Synergies between Disentanglement and Sparsity: Generalization and Identifiability in Multi-Task Learning Sébastien Lachapelle T. Deleu Divyat Mahajan Ioannis Mitliagkas Yoshua Bengio Simon Lacoste-Julien Quentin Bertrand 23 32 0 26 Nov 2022
Expanding Small-Scale Datasets with Guided Imagination Yifan Zhang Daquan Zhou Bryan Hooi Kaixin Wang Jiashi Feng 36 45 0 25 Nov 2022
I Can't Believe There's No Images! Learning Visual Tasks Using only Language Supervision Sophia Gu Christopher Clark Aniruddha Kembhavi VLM 16 24 0 17 Nov 2022
How to Fine-Tune Vision Models with SGD Ananya Kumar Ruoqi Shen Sébastien Bubeck Suriya Gunasekar VLM 6 29 0 17 Nov 2022
Empirical Study on Optimizer Selection for Out-of-Distribution Generalization Hiroki Naganuma Kartik Ahuja S. Takagi Tetsuya Motokawa Rio Yokota Kohta Ishikawa I. Sato Ioannis Mitliagkas OOD 13 7 0 15 Nov 2022
Mechanistic Mode Connectivity Ekdeep Singh Lubana Eric J. Bigelow Robert P. Dick David M. Krueger Hidenori Tanaka 32 45 0 15 Nov 2022
REPAIR: REnormalizing Permuted Activations for Interpolation Repair Keller Jordan Hanie Sedghi O. Saukh R. Entezari Behnam Neyshabur MoMe 46 94 0 15 Nov 2022
FedTune: A Deep Dive into Efficient Federated Fine-Tuning with Pre-trained Transformers Jinyu Chen Wenchao Xu Song Guo Junxiao Wang Jie Zhang Yining Qi FedML 28 32 0 15 Nov 2022
Momentum-based Weight Interpolation of Strong Zero-Shot Models for Continual Learning Zafir Stojanovski Karsten Roth Zeynep Akata 18 16 0 06 Nov 2022
Reduce, Reuse, Recycle: Improving Training Efficiency with Distillation Cody Blakeney Jessica Zosa Forde Jonathan Frankle Ziliang Zong Matthew L. Leavitt VLM 24 4 0 01 Nov 2022
Weight Averaging: A Simple Yet Effective Method to Overcome Catastrophic Forgetting in Automatic Speech Recognition Steven Vander Eeckt Hugo Van hamme CLL MoMe 58 14 0 27 Oct 2022
Exploring Mode Connectivity for Pre-trained Language Models Yujia Qin Cheng Qian Jing Yi Weize Chen Yankai Lin Xu Han Zhiyuan Liu Maosong Sun Jie Zhou 29 20 0 25 Oct 2022
Exploring The Landscape of Distributional Robustness for Question Answering Models Anas Awadalla Mitchell Wortsman Gabriel Ilharco Sewon Min Ian H. Magnusson Hannaneh Hajishirzi Ludwig Schmidt ELM OOD KELM 72 19 0 22 Oct 2022
General Image Descriptors for Open World Image Retrieval using ViT CLIP Marcos V. Conde Ivan Aerlic Simon Jégou CLIP 28 2 0 20 Oct 2022
lo-fi: distributed fine-tuning without communication Mitchell Wortsman Suchin Gururangan Shen Li Ali Farhadi Ludwig Schmidt Michael G. Rabbat Ari S. Morcos 32 24 0 19 Oct 2022
Domain Specific Sub-network for Multi-Domain Neural Machine Translation Amr Hendy M. Abdelghaffar Mohamed Afify Ahmed Tawfik AI4CE 20 0 0 18 Oct 2022
Using Language to Extend to Unseen Domains Lisa Dunlap Clara Mohri Devin Guillory Han Zhang Trevor Darrell Joseph E. Gonzalez Aditi Raghunanthan Anja Rohrbach VLM 20 35 0 18 Oct 2022
6th Place Solution to Google Universal Image Embedding S. Gkelios A. Kastellos S. Chatzichristofis SSL 19 1 0 17 Oct 2022
2nd Place Solution to Google Universal Image Embedding Xiaolong Huang Qiankun Li SSL 29 2 0 17 Oct 2022