self supervised learning

https://openreview.net/forum?id=wEP-3nECiUE&referrer=%5Bthe%20profile%20of%20Jovana%20Mitrovic%5D(%2Fprofile%3Fid%3D~Jovana_Mitrovic1) Pushing the limits of self-supervised learning: Can we outperform supervised learning without... Despite recent progress made by self-supervised methods in representation learning with residual networks, they still underperform supervised learning on the... pushing the limits self supervised learning can we https://oecd.ai/en/catalogue/metric-use-cases/self-supervised-learning-with-data-augmentations-provably-isolates-content-from-style Self-Supervised Learning with Data Augmentations Provably Isolates Content from Style - OECD.AI Previous attempts to incorporate a mention detection step into end-to-end neural coreference resolution for English have been hampered by the lack of singleton... self supervised learning https://openreview.net/forum?id=oNSeoqEbdX&referrer=%5Bthe%20profile%20of%20Shi%20Gu%5D(%2Fprofile%3Fid%3D~Shi_Gu1) Self-Supervised Learning for Medical Image Data with Anatomy-Oriented Imaging Planes | OpenReview Self-supervised learning has emerged as a powerful tool for pretraining deep networks on unlabeled data, prior to transfer learning of target tasks with... self supervised learning https://www.baeldung.com/cs/ml-self-supervised-learning An Introduction to Self-Supervised Learning | Baeldung on Computer Science Feb 28, 2025 - Learn about self-supervised learning. an introduction to self supervised learning baeldung computer science https://openreview.net/forum?id=pJ1rlgh72Z&referrer=%5Bthe%20profile%20of%20Daisuke%20Niizumi%5D(%2Fprofile%3Fid%3D~Daisuke_Niizumi1) BYOL for Audio: Self-Supervised Learning for General-Purpose Audio Representation | OpenReview Inspired by the recent progress in self-supervised learning for computer vision that generates supervision using data augmentations, we explore a new... self supervised learning for audio general purpose byol representation https://openreview.net/forum?id=H1eA7AEtvS ALBERT: A Lite BERT for Self-supervised Learning of Language Representations | OpenReview A new pretraining method that establishes new state-of-the-art results on the GLUE, RACE, and SQuAD benchmarks while having fewer parameters compared to... self supervised learning https://deepai.org/publication/mine-your-own-view-self-supervised-learning-through-across-sample-prediction Mine Your Own vieW: Self-Supervised Learning Through Across-Sample Prediction | DeepAI Feb 19, 2021 - 02/19/21 - State-of-the-art methods for self-supervised learning (SSL) build representations by maximizing the similarity between different a... self supervised learning your own https://openreview.net/forum?id=OS0szhkPmF&referrer=%5Bthe%20profile%20of%20Haibo%20Chen%5D(%2Fprofile%3Fid%3D~Haibo_Chen7) Disentangled Graph Self-supervised Learning for Out-of-Distribution Generalization | OpenReview Graph out-of-distribution (OOD) generalization, aiming to generalize graph neural networks (GNNs) under distribution shifts between training and testing... self supervised learning out of disentangled graph https://www.mdpi.com/1424-8220/20/23/6941 Self-Supervised Learning to Detect Key Frames in Videos Detecting key frames in videos is a common problem in many applications such as video classification, action recognition and video summarization. These tasks... self supervised learning key frames detect videos https://www.amazon.science/tag/self-supervised-learning?p=2 Self-supervised learning - Amazon Science self supervised learning amazon science https://huggingface.co/papers/2105.04553 Paper page - Self-Supervised Learning with Swin Transformers Join the discussion on this paper page self supervised learning paper swin transformers https://sslwin.org/ Self Supervised Learning: What is Next? - ECCV 2024 self supervised learning next eccv 2024 https://openreview.net/forum?id=H1gzR2VKDH Hierarchical Foresight: Self-Supervised Learning of Long-Horizon Tasks via Visual Subgoal... Hierarchical visual foresight learns to generate visual subgoals that break down long-horizon tasks into subtasks, using only self-supervision. self supervised learning https://openreview.net/forum?id=NHbXytr3Le Self-Supervised Learning Encodes Uncertainty | OpenReview Practitioners have become aware that self-supervised learning techniques using multiple views (created through augmentation) outperform reconstruction based... self supervised learning uncertainty openreview https://openreview.net/forum?id=RQfcckT1M_4 Self-Supervised Learning Disentangled Group Representation as Feature | OpenReview An iterative IRM algorithm for unsupervised feature disentanglement and self-supervised feature learning self supervised learning group representation disentangled feature openreview https://oecd.ai/en/catalogue/metric-use-cases/boosting-contrastive-self-supervised-learning-with-false-negative-cancellation Boosting Contrastive Self-Supervised Learning with False Negative Cancellation - OECD.AI LiDAR and camera are two important sensors for 3D object detection in autonomous driving. Despite the increasing popularity of sensor fusion in this field, the... self supervised learning false negative boosting contrastive https://openreview.net/forum?id=jnPHZqcUdn scSSL-Bench: Benchmarking Self-Supervised Learning for Single-Cell Data | OpenReview Self-supervised learning (SSL) has proven to be a powerful approach for extracting biologically meaningful representations from single-cell data. To advance... self supervised learning single cell bench https://openreview.net/forum?id=qBTqK042Vt&referrer=%5Bthe%20profile%20of%20Jingzhe%20Liu%5D(%2Fprofile%3Fid%3D~Jingzhe_Liu1) Do Neural Scaling Laws Exist on Graph Self-Supervised Learning? | OpenReview Self-supervised learning(SSL) is essential to obtain foundation models in NLP and CV domains via effectively leveraging knowledge in large-scale unlabeled... neural scaling laws self supervised learning exist https://openreview.net/forum?id=VpB4NrileF Intra-video Positive Pairs in Self-Supervised Learning for Ultrasound | OpenReview The videographic nature of ultrasound offers flexibility for defining the similarity relationship between pairs of images for self-supervised learning (SSL).... self supervised learning intra video positive pairs https://arxiv.org/abs/2304.03406v1 [2304.03406v1] Localized Region Contrast for Enhancing Self-Supervised Learning in Medical Image... Abstract page for arXiv paper 2304.03406v1: Localized Region Contrast for Enhancing Self-Supervised Learning in Medical Image Segmentation self supervised learning https://www.massgeneral.org/news/research-spotlight/self-supervised-learning-analysis-liver-ultrasound Research Spotlight: Using Self-Supervised Learning to Improve the Analysis of Liver Ultrasound Researchers explored how self-supervised learning can enhance liver view classification and liver and poor probe contact segmentation using a large set of... self supervised learning https://openreview.net/forum?id=XKDuHnjLFY Exploring Augmentation-Driven Invariances for Graph Self-supervised Learning in Spatial Omics |... Spatial omics technologies provide rich insights into biological processes by jointly capturing molecular profiles and the spatial organization of cells. The... self supervised learning https://oecd.ai/en/catalogue/metric-use-cases/mv-mr-multi-views-and-multi-representations-for-self-supervised-learning-and-knowledge-distillation MV-MR: multi-views and multi-representations for self-supervised learning and knowledge... The recent success of machine learning methods applied to time series collected from Intensive Care Units (ICU) exposes the lack of standardized machine... self supervised learning mv mr multi views https://deepai.org/publication/catching-out-of-context-misinformation-with-self-supervised-learning Catching Out-of-Context Misinformation with Self-supervised Learning | DeepAI Jan 15, 2021 - 01/15/21 - Despite the recent attention to DeepFakes and other forms of image manipulations, one of the most prevalent ways to mislead audien... out of context self supervised learning catching misinformation deepai https://openreview.net/forum?id=Uk2mymgn_LZ DABS: a Domain-Agnostic Benchmark for Self-Supervised Learning | OpenReview We present a benchmark for the task of domain-agnostic self-supervised learning, along with two baseline algorithms based on transformers self supervised learning dabs domain agnostic benchmark https://openreview.net/forum?id=OS0szhkPmF Disentangled Graph Self-supervised Learning for Out-of-Distribution Generalization | OpenReview Graph out-of-distribution (OOD) generalization, aiming to generalize graph neural networks (GNNs) under distribution shifts between training and testing... self supervised learning out of disentangled graph https://www.ibm.com/think/topics/self-supervised-learning? What Is Self-Supervised Learning? | IBM Self-supervised learning is a machine learning technique that uses unsupervised learning for tasks typical to supervised learning, without labeled data. self supervised learning ibm https://openreview.net/forum?id=2sIVxJ9Hp0 Self-supervised learning of Split Invariant Equivariant representations | OpenReview Recent progress has been made towards learning invariant or equivariant representations with self-supervised learning. While invariant methods are evaluated on... self supervised learning split invariant equivariant representations https://www.mcgill.ca/ece/category/tags/self-supervised-learning self-supervised learning | Electrical and Computer Engineering - McGill University self supervised learning electrical and computer engineering mcgill university https://deepai.org/publication/speech-separation-with-large-scale-self-supervised-learning Speech separation with large-scale self-supervised learning | DeepAI Nov 9, 2022 - 11/09/22 - Self-supervised learning (SSL) methods such as WavLM have shown promising speech separation (SS) results in small-scale simulation... self supervised learning large scale speech separation deepai https://openreview.net/forum?id=yLpuruMZHE Understanding the Role of Equivariance in Self-supervised Learning | OpenReview Contrastive learning has been a leading paradigm for self-supervised learning, but it is widely observed that it comes at the price of sacrificing useful... self supervised learning the role understanding equivariance openreview https://deepai.org/publication/stress-super-resolution-for-dynamic-fetal-mri-using-self-supervised-learning STRESS: Super-Resolution for Dynamic Fetal MRI using Self-Supervised Learning | DeepAI Jun 23, 2021 - 06/23/21 - Fetal motion is unpredictable and rapid on the scale of conventional MR scan times. Therefore, dynamic fetal MRI, which aims at ca... self supervised learning https://www.amazon.science/publications/pixel-level-correspondence-for-self-supervised-learning-from-video Pixel-level correspondence for self-supervised learning from video - Amazon Science While self-supervised learning has enabled effective representation learning in the absence of labels, for vision, video remains a relatively untapped source... self supervised learning pixel level correspondence https://openreview.net/forum?id=kzz2l988xD&referrer=%5Bthe%20profile%20of%20Irwin%20King%5D(%2Fprofile%3Fid%3D~Irwin_King1) Geometric view of soft decorrelation in self-supervised learning | OpenReview Contrastive learning, a form of Self-Supervised Learning (SSL), typically consists of an alignment term and a regularization term. The alignment term minimizes... self supervised learning geometric view soft decorrelation https://research.google/pubs/raman-spectroscopy-pre-trained-encoder-a-self-supervised-learning-approach-for-data-efficient-domain-independent-spectroscopy-analysis/ Raman Spectroscopy Pre-Trained Encoder: A Self-Supervised Learning Approach For Data-Efficient... self supervised learning https://arxiv.org/abs/2308.05697 [2308.05697] SSLRec: A Self-Supervised Learning Framework for Recommendation Abstract page for arXiv paper 2308.05697: SSLRec: A Self-Supervised Learning Framework for Recommendation self supervised learning 2308 05697 framework recommendation https://research.google/blog/self-supervised-learning-advances-medical-image-classification/ Self-Supervised Learning Advances Medical Image Classification Posted by Shekoofeh Azizi, AI Resident, Google Research In recent years, there has been increasing interest in applying deep learning to medical im... self supervised learning medical image advances classification https://openreview.net/forum?id=ZOHvR1niqoP Pixel-level Correspondence for Self-Supervised Learning from Video | OpenReview Improve dense prediction, while maintaining global classification performance, by enabling dense contrastive learning on video via off-the-shelf optical flow. self supervised learning pixel level correspondence video https://www.amazon.science/publications/augmentation-robust-self-supervised-learning-for-human-activity-recognition Augmentation robust self-supervised learning for human activity recognition - Amazon Science Human Activity Recognition (HAR) is widely applied on wearable devices in our daily lives. However, acquiring high-quality wearable sensor data set with... self supervised learning human activity recognition augmentation robust https://aclanthology.org/2020.acl-main.671/ Contrastive Self-Supervised Learning for Commonsense Reasoning - ACL Anthology Tassilo Klein, Moin Nabi. Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics. 2020. self supervised learning commonsense reasoning contrastive acl anthology https://openreview.net/forum?id=NHbXytr3Le&referrer=%5Bthe%20profile%20of%20Christopher%20L%20Buckley%5D(%2Fprofile%3Fid%3D~Christopher_L_Buckley1) Self-Supervised Learning Encodes Uncertainty | OpenReview Practitioners have become aware that self-supervised learning techniques using multiple views (created through augmentation) outperform reconstruction based... self supervised learning uncertainty openreview https://openreview.net/forum?id=EfR55bFcrcI STab: Self-supervised Learning for Tabular Data | OpenReview Self-supervised learning has drawn recent interest for learning generalizable, transferable and robust representations from unlabeled tabular data.... self supervised learning tabular data stab openreview https://www.marketresearchfuture.com/reports/france-self-supervised-learning-market-65050 France Self Supervised Learning Market Industry Growth | 2035 France Self Supervised Learning Market is Estimated to Grow a Valuation of USD 10,470.90 Million by 2035, Reaching at a CAGR of 33.82% During 2025 - 2035 self supervised learning industry growth france market 2035 https://openreview.net/forum?id=MR4glug5GU Trip-ROMA: Self-Supervised Learning with Triplets and Random Mappings | OpenReview Contrastive self-supervised learning (SSL) methods, such as MoCo and SimCLR, have achieved great success in unsupervised visual representation learning. They... self supervised learning trip roma https://deepai.org/publication/collossl-collaborative-self-supervised-learning-for-human-activity-recognition ColloSSL: Collaborative Self-Supervised Learning for Human Activity Recognition | DeepAI Feb 1, 2022 - 02/01/22 - A major bottleneck in training robust Human-Activity Recognition models (HAR) is the need for large-scale labeled sensor datasets.... self supervised learning human activity recognition collaborative deepai https://deepai.org/publication/fine-grained-multi-modal-self-supervised-learning Fine-grained Multi-Modal Self-Supervised Learning | DeepAI Dec 22, 2021 - 12/22/21 - Multi-Modal Self-Supervised Learning from videos has been shown to improve model's performance on various downstream tasks. Howeve... self supervised learning fine grained multi modal deepai https://openreview.net/forum?id=Fy9bZ85xiX&referrer=%5Bthe%20profile%20of%20Yongsen%20Zheng%5D(%2Fprofile%3Fid%3D~Yongsen_Zheng1) Mitigating Matthew Effect: Multi-Hypergraph Boosted Multi-Interest Self-Supervised Learning for... The Matthew effect is a big challenge in Recommender Systems (RSs), where popular items tend to receive increasing attention, while less popular ones are often... self supervised learning matthew effect mitigating multi hypergraph https://openreview.net/forum?id=Lwp_CgpFuA0 SeLCA: Self-Supervised Learning of Canonical Axis | OpenReview We propose SeLCA, a self-supervised pipeline to predict the canonical axis of 3D point clouds. Aligning point clouds using SeLCA shows improvements on... self supervised learning selca canonical axis openreview https://www.marketresearchfuture.com/reports/japan-self-supervised-learning-market-65049 Japan Self Supervised Learning Market Industry Report | 2035 Japan Self Supervised Learning Market is Expected to Reach a Valuation of USD 18,337.99 Million by 2035, Growing at a CAGR of 33.81% During 2025 - 2035 self supervised learning industry report japan market 2035 https://openreview.net/forum?id=DRnNTPsjTCQ&referrer=%5Bthe%20profile%20of%20Tanguy%20Marchand%5D(%2Fprofile%3Fid%3D~Tanguy_Marchand1) Self supervised learning improves dMMR/MSI detection from histology slides across multiple cancers... This study shows that self supervised learning improves MSI detection from histology slides across and between multiple cancers. self supervised learning https://openreview.net/forum?id=gz7c2HIcub7 Masked Autoencoder-Based Self-Supervised Learning for Electrocardiograms to Detect Left Ventricular... The pre-trained ViT of ECGs using MAE showed excellent transition learning performance with a small dataset. self supervised learning masked autoencoder https://deepai.org/publication/multi-task-self-supervised-learning-for-robust-speech-recognition Multi-task self-supervised learning for Robust Speech Recognition | DeepAI Jan 25, 2020 - 01/25/20 - Despite the growing interest in unsupervised learning, extracting meaningful knowledge from unlabelled audio remains an open chall... self supervised learning multi task speech recognition robust deepai https://www.oulu.fi/en/events/doctoral-course-self-supervised-learning-multimodal-data-models-loss-functions Doctoral course - Self-Supervised Learning for Multimodal Data: From Models to Loss Functions |... Doctoral course - Self-Supervised Learning for Multimodal Data: From Models to Loss Functions self supervised learning https://openreview.net/forum?id=kDEL91Dufpa On the duality between contrastive and non-contrastive self-supervised learning | OpenReview We show that contrastive and non-contrastive self-supervised methods can be shown to be closely related, and then study how implementation details impact... self supervised learning on the duality contrastive https://openreview.net/forum?id=BxdrpnRHNh Using Representation Expressiveness and Learnability to Evaluate Self-Supervised Learning Methods |... We address the problem of evaluating the quality of self-supervised learning (SSL) models without access to supervised labels, while being agnostic to the... self supervised learning using representation expressiveness learnability https://wandb.ai/mostafaibrahim17/ml-articles/reports/Breaking-Down-Self-Supervised-Learning-Concepts-Comparisons-and-Examples--Vmlldzo2MzgwNjIx Breaking Down Self-Supervised Learning: Concepts, Comparisons, and Examples Jan 5, 2024 - This article explores self-supervised learning in AI, discussing its methods, benefits, applications in various sectors, and the challenges it faces, while... self supervised learning breaking down concepts comparisons examples https://openreview.net/forum?id=0bh4K0OgwZY&referrer=%5Bthe%20profile%20of%20Aditya%20Murali%5D(%2Fprofile%3Fid%3D~Aditya_Murali1) Dissecting self-supervised learning methods for surgical computer vision | OpenReview self supervised learning computer vision dissecting methods surgical https://wandb.ai/tulasi1729/self-supervised-learning-in-audio/reports/Self-Supervised-Learning-in-Audio-and-Speech--VmlldzozODA3OTU Self Supervised Learning in Audio and Speech self supervised learning audio speech https://huggingface.co/papers/2405.15613 Paper page - Automatic Data Curation for Self-Supervised Learning: A Clustering-Based Approach Join the discussion on this paper page self supervised learning https://deepai.org/publication/robustness-via-retrying-closed-loop-robotic-manipulation-with-self-supervised-learning Robustness via Retrying: Closed-Loop Robotic Manipulation with Self-Supervised Learning | DeepAI Oct 6, 2018 - 10/06/18 - Prediction is an appealing objective for self-supervised learning of behavioral skills, particularly for autonomous robots. Howeve... self supervised learning closed loop robotic manipulation https://deepai.org/publication/canonical-fields-self-supervised-learning-of-pose-canonicalized-neural-fields Canonical Fields: Self-Supervised Learning of Pose-Canonicalized Neural Fields | DeepAI Dec 5, 2022 - 12/05/22 - Coordinate-based implicit neural networks, or neural fields, have emerged as useful representations of shape and appearance in 3D ... self supervised learning canonical fields pose neural https://www.frontiersin.org/journals/neuroinformatics/articles/10.3389/fninf.2025.1527582/full Frontiers | Contrastive self-supervised learning for neurodegenerative disorder classification IntroductionNeurodegenerative diseases such as Alzheimer's disease (AD) or frontotemporal lobar degeneration (FTLD) involve specific loss of brain volume, de... self supervised learning neurodegenerative disorder frontiers contrastive classification https://arxiv.org/abs/2605.03517 [2605.03517] Understanding Self-Supervised Learning via Latent Distribution Matching Abstract page for arXiv paper 2605.03517: Understanding Self-Supervised Learning via Latent Distribution Matching self supervised learning 2605 03517 understanding via https://openreview.net/forum?id=pT8sgtRVAf Scaling Channel-Adaptive Self-Supervised Learning | OpenReview Recent advances in self-supervised pre-training of foundation models for natural images have made them a popular choice for various visual systems and... self supervised learning scaling channel adaptive openreview https://deepai.org/publication/dual-domain-self-supervised-learning-for-accelerated-non-cartesian-mri-reconstruction Dual-Domain Self-Supervised Learning for Accelerated Non-Cartesian MRI Reconstruction | DeepAI Feb 18, 2023 - 02/18/23 - While enabling accelerated acquisition and improved reconstruction accuracy, current deep MRI reconstruction networks are typicall... self supervised learning https://sslneurips22.github.io/index.html NeurIPS 2021 Workshop: Self-Supervised Learning - Theory and Practice NeurIPS 2022 Workshop Proposal Self-Supervised Learning: Theory and Practice self supervised learning neurips 2021 workshop theory practice https://openreview.net/forum?id=yeAH6Y4gENX&referrer=%5Bthe%20profile%20of%20Vladan%20Stojni%C4%87%5D(%2Fprofile%3Fid%3D~Vladan_Stojni%C4%871) Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview Coding... self supervised learning remote sensing https://research.google/blog/simper-simple-self-supervised-learning-of-periodic-targets/ SimPer: Simple self-supervised learning of periodic targets Posted by Daniel McDuff, Staff Research Scientist, and Yuzhe Yang, Student Researcher, Google Learning from periodic data (signals that repeat, suc... self supervised learning simper simple periodic targets https://openreview.net/forum?id=vUz4JPRLpGx Self-supervised Learning is More Robust to Dataset Imbalance | OpenReview We discover that self-supervised representations are more robust to class imbalance than supervised representations and explore the underlying cause of this... self supervised learning robust dataset imbalance openreview https://openreview.net/forum?id=M5j42PvY65V Intermediate Layers Matter in Momentum Contrastive Self Supervised Learning | OpenReview We improve momentum contrastive self-supervised learning for medical imaging datasets by having additional loss terms that brings the intermediate layer... self supervised learning intermediate layers matter momentum https://openreview.net/forum?id=djdGhswqSs On Discriminative Probabilistic Modeling for Self-Supervised Representation Learning | OpenReview We study the discriminative probabilistic modeling problem over a continuous domain for (multimodal) self-supervised representation learning. To address the... self supervised representation learning probabilistic modeling openreview https://deepai.org/publication/self-supervised-video-representation-learning-with-cascade-positive-retrieval Self-supervised Video Representation Learning with Cascade Positive Retrieval | DeepAI Jan 20, 2022 - 01/20/22 - Self-supervised video representation learning has been shown to effectively improve downstream tasks such as video retrieval and a... self supervised representation learning video cascade positive https://github.com/HCPLab-SYSU/LIP_SSL GitHub - HCPLab-SYSU/LIP_SSL: Code repository for Self-supervised Structure-sensitive Learning,... Code repository for Self-supervised Structure-sensitive Learning, CVPR'17 - HCPLab-SYSU/LIP_SSL https://openreview.net/forum?id=DZUzOKE6og HypeBoy: Generative Self-Supervised Representation Learning on Hypergraphs | OpenReview Hypergraphs are marked by complex topology, expressing higher-order interactions among multiple nodes with hyperedges, and better capturing the topology is... self supervised representation learning generative hypergraphs openreview https://openreview.net/forum?id=lAN7mytwrIy&referrer=%5Bthe%20profile%20of%20Jing%20Xiao%5D(%2Fprofile%3Fid%3D~Jing_Xiao3) ElasticMVS: Learning elastic part representation for self-supervised multi-view stereopsis |... Self-supervised multi-view stereopsis (MVS) attracts increasing attention for learning dense surface predictions from only a set of images without onerous... self supervised multi view learning elastic part https://www.amazon.science/publications/self-supervised-incremental-learning-of-object-representations-from-arbitrary-image-sets Self-supervised incremental learning of object representations from arbitrary image sets - Amazon... Computing a comprehensive and robust visual representation of an arbitrary object or category of objects is a complex problem. The difficulty increases when... self supervised incremental learning https://openreview.net/forum?id=xmcYx_reUn6 BrainBERT: Self-supervised representation learning for intracranial recordings | OpenReview Modeling neural data with Transformers to create self-supervised contextual embeddings that increase decoding performance self supervised representation learning intracranial recordings openreview https://arxiv.org/abs/2407.13541 [2407.13541] On the Discriminability of Self-Supervised Representation Learning Abstract page for arXiv paper 2407.13541: On the Discriminability of Self-Supervised Representation Learning on the self supervised 2407 13541 representation https://openreview.net/forum?id=z2RNsvYZZTf Self-Supervised Vertical Federated Learning | OpenReview We propose a novel extension of self-supervised learning to vertical federated learning, where unlabeled data is used to train representation networks and... self supervised federated learning vertical openreview

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