Title
Anytime Continual Learning for Open Vocabulary Classification Zhen Zhu Yiming Gong Derek Hoiem VLM 39 1 0 13 Sep 2024
Rethinking Prompting Strategies for Multi-Label Recognition with Partial Annotations Samyak Rawlekar Shubhang Bhatnagar Narendra Ahuja VLM 31 1 0 12 Sep 2024
Minimizing Embedding Distortion for Robust Out-of-Distribution Performance Tom Shaked Yuval Goldman Oran Shayer OODD 23 0 0 11 Sep 2024
Online Zero-Shot Classification with CLIP Qi Qian Juhua Hu VLM 32 4 0 23 Aug 2024
Improving the Classification Effect of Clinical Images of Diseases for Multi-Source Privacy Protection Tian Bowen Xu Zhengyang Yin Zhihao Wang Jingying Yue Yutao FedML 39 0 0 23 Aug 2024
MePT: Multi-Representation Guided Prompt Tuning for Vision-Language Model Xinyang Wang Yi Yang Minfeng Zhu Kecheng Zheng Shi Liu Wei Chen VPVLM MLLM VLM 55 1 0 19 Aug 2024
Linking Robustness and Generalization: A k* Distribution Analysis of Concept Clustering in Latent Space for Vision Models Shashank Kotyan Pin-Yu Chen Danilo Vasconcellos Vargas OOD 39 0 0 17 Aug 2024
BadMerging: Backdoor Attacks Against Model Merging Jinghuai Zhang Jianfeng Chi Zheng Li Kunlin Cai Yang Zhang Yuan Tian MoMe FedML AAML 44 14 0 14 Aug 2024
Efficient and Versatile Robust Fine-Tuning of Zero-shot Models Sungyeon Kim Boseung Jeong Donghyun Kim Suha Kwak VLM 31 2 0 11 Aug 2024
Task Prompt Vectors: Effective Initialization through Multi-Task Soft-Prompt Transfer Wei Chen Long Chen Ivan Srba Yu Wu MoMe VLM 36 3 0 02 Aug 2024
DECIDER: Leveraging Foundation Model Priors for Improved Model Failure Detection and Explanation Rakshith Subramanyam Kowshik Thopalli V. Narayanaswamy Jayaraman J.Thiagarajan 27 2 0 01 Aug 2024
Task-Adapter: Task-specific Adaptation of Image Models for Few-shot Action Recognition Congqi Cao Guibiao Liao Yating Yu Kanglin Liu Lingtong Min Yanning Zhang 37 4 0 01 Aug 2024
Machine Unlearning in Generative AI: A Survey Zheyuan Liu Guangyao Dou Zhaoxuan Tan Yijun Tian Meng Jiang MU 31 14 0 30 Jul 2024
Effectively Leveraging CLIP for Generating Situational Summaries of Images and Videos Dhruv Verma Debaditya Roy Basura Fernando 27 1 0 30 Jul 2024
MoFO: Momentum-Filtered Optimizer for Mitigating Forgetting in LLM Fine-Tuning Yupeng Chen Senmiao Wang Zhihang Lin Zhihang Lin Yushun Zhang Tian Ding Ruoyu Sun Ruoyu Sun CLL 77 1 0 30 Jul 2024
Ego-VPA: Egocentric Video Understanding with Parameter-efficient Adaptation Tz-Ying Wu Kyle Min Subarna Tripathi Nuno Vasconcelos EgoV 55 0 0 28 Jul 2024
Adversarial Robustification via Text-to-Image Diffusion Models Daewon Choi Jongheon Jeong Huiwon Jang Jinwoo Shin DiffM 44 1 0 26 Jul 2024
LCA-on-the-Line: Benchmarking Out-of-Distribution Generalization with Class Taxonomies Jia Shi Gautam Gare Jinjin Tian Siqi Chai Zhiqiu Lin Arun Vasudevan Di Feng Francesco Ferroni Shu Kong VLM OODD OOD 55 3 0 22 Jul 2024
Test-Time Low Rank Adaptation via Confidence Maximization for Zero-Shot Generalization of Vision-Language Models Raza Imam Hanan Gani Muhammad Huzaifa Karthik Nandakumar VLM 40 2 0 22 Jul 2024
Craft: Cross-modal Aligned Features Improve Robustness of Prompt Tuning Jingchen Sun Rohan Sharma Vishnu Suresh Lokhande Changyou Chen 41 0 0 22 Jul 2024
Learn to Preserve and Diversify: Parameter-Efficient Group with Orthogonal Regularization for Domain Generalization Jiajun Hu Jian Zhang Lei Qi Yinghuan Shi Yang Gao OOD 38 4 0 21 Jul 2024
Training-Free Model Merging for Multi-target Domain Adaptation Wenyi Li Huan-ang Gao Mingju Gao Beiwen Tian Rong Zhi Hao Zhao MoMe 53 5 0 18 Jul 2024
Robust Calibration of Large Vision-Language Adapters Balamurali Murugesan Julio Silva-Rodríguez Ismail Ben Ayed Jose Dolz OODD VLM 32 6 0 18 Jul 2024
Cross-Modal Augmentation for Few-Shot Multimodal Fake News Detection Ye Jiang Taihang Wang Xiaoman Xu Yimin Wang Xingyi Song Diana Maynard 33 2 0 16 Jul 2024
Unconstrained Open Vocabulary Image Classification: Zero-Shot Transfer from Text to Image via CLIP Inversion Philipp Allgeuer Kyra Ahrens Stefan Wermter CLIP VLM 27 3 0 15 Jul 2024
DataDream: Few-shot Guided Dataset Generation Jae Myung Kim Jessica Bader Stephan Alaniz Cordelia Schmid Zeynep Akata 39 5 0 15 Jul 2024
Open Vocabulary Multi-Label Video Classification Rohit Gupta Mamshad Nayeem Rizve Jayakrishnan Unnikrishnan Ashish Tawari Son Tran Mubarak Shah Benjamin Z. Yao Trishul Chilimbi VLM 67 1 0 12 Jul 2024
Textual Query-Driven Mask Transformer for Domain Generalized Segmentation Byeonghyun Pak Byeongju Woo Sunghwan Kim Dae-Hwan Kim Hoseong Kim 46 3 0 12 Jul 2024
Real-Time Anomaly Detection and Reactive Planning with Large Language Models Rohan Sinha Amine Elhafsi Christopher Agia Matthew Foutter Edward Schmerling Marco Pavone OffRL LRM 45 26 0 11 Jul 2024
Scaling Up Personalized Aesthetic Assessment via Task Vector Customization Jooyeol Yun Jaegul Choo MoMe 25 2 0 09 Jul 2024
MagMax: Leveraging Model Merging for Seamless Continual Learning Daniel Marczak Bartłomiej Twardowski Tomasz Trzciñski Sebastian Cygert MoMe CLL 53 18 0 08 Jul 2024
Mind the Interference: Retaining Pre-trained Knowledge in Parameter Efficient Continual Learning of Vision-Language Models Longxiang Tang Zhuotao Tian Kai Li Chunming He Hantao Zhou Hengshuang Zhao Xiu Li Jiaya Jia CLL VLM 34 20 0 07 Jul 2024
Fully Fine-tuned CLIP Models are Efficient Few-Shot Learners Mushui Liu Bozheng Li Yunlong Yu VLM CLIP 28 3 0 04 Jul 2024
SAFT: Towards Out-of-Distribution Generalization in Fine-Tuning Bac Nguyen Stefan Uhlich Fabien Cardinaux Lukas Mauch Marzieh Edraki Aaron Courville OODD CLL VLM 54 3 0 03 Jul 2024
Evaluating Model Performance Under Worst-case Subpopulations Mike Li Hongseok Namkoong Shangzhou Xia 45 17 0 01 Jul 2024
Advancing Cross-domain Discriminability in Continual Learning of Vison-Language Models Yicheng Xu Yuxin Chen Jiahao Nie Yusong Wang Huiping Zhuang Manabu Okumura VLM CLL 41 6 0 27 Jun 2024
WARP: On the Benefits of Weight Averaged Rewarded Policies Alexandre Ramé Johan Ferret Nino Vieillard Robert Dadashi Léonard Hussenot Pierre-Louis Cedoz Pier Giuseppe Sessa Sertan Girgin Arthur Douillard Olivier Bachem 56 14 0 24 Jun 2024
Flat Posterior Does Matter For Bayesian Model Averaging Sungjun Lim Jeyoon Yeom Sooyon Kim Hoyoon Byun Jinho Kang Yohan Jung Jiyoung Jung Kyungwoo Song AAML BDL 48 0 0 21 Jun 2024
Reinforcing Pre-trained Models Using Counterfactual Images Xiang Li Ren Togo Keisuke Maeda Takahiro Ogawa Miki Haseyama 33 1 0 19 Jun 2024
Knowledge Fusion By Evolving Weights of Language Models Guodong Du Jing Li Hanting Liu Runhua Jiang Shuyang Yu Yifei Guo S. Goh Ho-Kin Tang MoMe 44 8 0 18 Jun 2024
Safety Arithmetic: A Framework for Test-time Safety Alignment of Language Models by Steering Parameters and Activations Rima Hazra Sayan Layek Somnath Banerjee Soujanya Poria KELM LLMSV 34 6 0 17 Jun 2024
They're All Doctors: Synthesizing Diverse Counterfactuals to Mitigate Associative Bias Salma Abdel Magid Jui-Hsien Wang Kushal Kafle Hanspeter Pfister 44 1 0 17 Jun 2024
Uncertainty modeling for fine-tuned implicit functions A. Susmelj Mael Macuglia Nataša Tagasovska Reto Sutter Sebastiano Caprara Jean-Philippe Thiran E. Konukoglu 70 1 0 17 Jun 2024
Few-Shot Recognition via Stage-Wise Retrieval-Augmented Finetuning Tian Liu Huixin Zhang Shubham Parashar Shu Kong 29 4 0 17 Jun 2024
Exploring the Spectrum of Visio-Linguistic Compositionality and Recognition Youngtaek Oh Pyunghwan Ahn Jinhyung Kim Gwangmo Song Soonyoung Lee In So Kweon Junmo Kim CoGe 45 2 0 13 Jun 2024
Dataset Enhancement with Instance-Level Augmentations Orest Kupyn Christian Rupprecht 45 9 0 12 Jun 2024
MAP: Low-compute Model Merging with Amortized Pareto Fronts via Quadratic Approximation Lu Li T. Zhang Zhiqi Bu Suyuchen Wang Huan He Jie Fu Yonghui Wu Jiang Bian Yong Chen Yoshua Bengio FedML MoMe 100 3 0 11 Jun 2024
Regularized Training with Generated Datasets for Name-Only Transfer of Vision-Language Models Minho Park S. Park Jooyeol Yun Jaegul Choo VLM 35 0 0 08 Jun 2024
Feature contamination: Neural networks learn uncorrelated features and fail to generalize Tianren Zhang Chujie Zhao Guanyu Chen Yizhou Jiang Feng Chen OOD MLT OODD 77 3 0 05 Jun 2024
Boosting Vision-Language Models with Transduction Maxime Zanella Benoît Gérin Ismail Ben Ayed VLM 42 5 0 03 Jun 2024