• fotiaoqiang 电脑

    Slides for invited talks are now online (see 手机ip地址更换 below), as well as workshop video recordings.

    fotiaoqiang 电脑

    Debora Marks
    (Harvard Medical School / Broad Institute)

    Jasper Snoek
    (Google)

    Chelsea Finn
    (Google Brain / Berkeley / Stanford)

    如何更换手机ip

    Andrew G Wilson
    (NYU)

    Roger Grosse
    (U of Toronto)

    手机ip更换软件

    Yingzhen Li
    (Microsoft Research)

    Alexander G. de G. Matthews
    (DeepMind)

    fotiaoqiang 电脑

    手机获取IP地址时总是获取失败是怎么回事:2021-9-19 · 无法获取IP地址,建议: 1.确认路由器中昰否打开DHCP功能﹐打开后即可正确获取地址。 2.确认DHCP中的地址池IP数量。 3.重新启动手机和路由器后尝试。 4.更换静态IP地址尝试。 5.若无效,建议更换其他无线网络尝试。 首先,试一下别的手机或者电脑连接wifi是否有问题,排除无线路由器的问 …
    8.00 - 8.05 Opening remarks
    手机ip地址更换国外 Invited talk Alexander G. de G. Matthews (DeepMind) [slides] 切换ip|伕理ip软件|ip伕理-恒星国内ip伕理:恒星伕理,国内优质的企业大数据服务商,优秀的切换ip,伕理ip软件,ip伕理。提供国内26个省共3000w动态ip,一键切换ip全自动换ip软件,ip自动过滤去重,支持电脑,手机,模拟器等,套餐多平台通用
    8.25 - 8.40 Contributed talk Tim G. J. Rudner, Florian Wenzel and Yarin Gal The Natural Neural Tangent Kernel: Neural Network Training Dynamics under Natural Gradient Descent
    8.40 - 9.00 Invited talk Yingzhen Li (Microsoft Research) [slides] On estimating epistemic uncertainty (tentative)
    9.00 - 9.15 手机ip地址更换工具 手机IP地址动态切换软件-挂机精灵:2021-8-27 · 现在手机的使用比较广,不管是手机工作还是手机娱乐,也是可能需要 更换IP地址 的,那么手机切换动态IP地址有什么好方法吗? 今天为大家推荐一款实用的手机IP地址动态切换软件,希望你会喜欢! 其实目前有很多工具都能够满足手机ip的修改需求,只不过每个人的使用诉求是各不相同的,如果没 ... Deep Ensembles: A Loss Landscape Perspective
    9.15 - 9.30 Poster spotlights
    9.30 - 10.30 IP地址修改器下载_冰刃IP地址修改器 1.1 官方版-PC下载网:2021-6-14 · 冰刃IP地址修改器是一款免费小巧的工具,可众进行MAC地址修改,日常网络应用中,由于各种原因计算机的mac地址有时需要修改,如网卡地址被屏蔽等,需要更换新的mac地址。使用本软件使您跳过“如何修改mac地址”的烦恼。轻松实现新MAC地址 ...
    10.30 - 10.50 Invited talk Andrew Gordon Wilson (NYU) [slides] Using Loss Surface Geometry for Scalable Bayesian Deep Learning
    怎样更换手机ip Contributed talk 如何更换手机ip On Implicit Regularization in β-VAE
    11.05 - 11.25 Invited talk Jasper Snoek (Google) [slides] Uncertainty under distributional shift
    11.25 - 11.40 Contributed talk Sicong Huang, Alireza Makhzani, Yanshuai Cao and Roger Grosse Evaluating Lossy Compression Rates of Deep Generative Models
    11.40 - 13.20 Lunch
    13.20 - 13.40 Invited talk Chelsea Finn (Google Brain / Berkeley / Stanford) [slides] The Big Problem with Meta-Learning and How Bayesians Can Fix It
    手机ip地址更换工具 Contributed talk Riccardo Moriconi, Marc Peter Deisenroth and Senanayak Sesh Kumar Karri High-dimensional Bayesian optimization using low-dimensional feature spaces
    13.55 - 14.15 Invited talk Roger Grosse (Toronto) [slides] 为什么网络投票需要更换IP-变极ip修改器:2021-6-11 · 一款可众更换手机参数的换IP软件 一款可众更换手机参数的换IP软件,有没有?许多人再帮朋友投票,做网络推广的时候经常需要换IP,也想要防封,这使用更换手机参数的换IP软件无疑更好了。大量的工作需要换IP,单单依靠手
    14.15 - 14.30 Contributed talk Sebastian Farquhar, Lewis Smith and Yarin Gal Try Depth Instead of Weight Correlations: Mean-field is a Less Restrictive Assumption for Variational Inference in Deep Networks
    14.30 - 15.30 Discussion over coffee and poster session
    15.30 - 15.45 Contributed talk Andrew Ross, Jianzhun Du, Yonadav Shavit and Finale Doshi-Velez Controlled Direct Effect Priors for Bayesian Neural Networks
    15.45 - 16.05 Invited talk Debora Marks (Harvard Medical School / Broad Institute) [slides] Deep generative models for genetic variation and drug design
    16.05 - 16.20 Contributed talk Mihaela Rosca, Michael Figurnov, Shakir Mohamed and Andriy Mnih Measure Valued Derivatives for Approximate Bayesian Inference
    手机ip地址更换国外 Panel Session Panellists:
    Debora Marks
    Jasper Snoek
    Chelsea Finn
    Andrew Gordon Wilson
    Yingzhen Li
    Roger Grosse
    Alexander G. de G. Matthews
    Moderator: Finale Doshi-Velez
    17.30 - 19.30 Poster session

    fotiaoqiang 电脑

    We added all camera ready submissions sent to us by 11/12/2024. If a paper is not online, please contact the lead author and encourage them to send us the camera ready.

    Authors Title
    Andrew Y. K. Foong, David R. Burt, Yingzhen Li and Richard E. TurnerPathologies of Factorised Gaussian and MC Dropout Posteriors in Bayesian Neural Networks [paper]
    Paulo Rauber, Aditya Ramesh and Jürgen SchmidhuberRecurrent neural-linear posterior sampling for non-stationary bandits [paper]
    Andreas Look and Melih KandemirDifferential Bayesian Neural Nets [paper]
    Matt Benatan and Edward Pyzer-Knapp为什么网络投票需要更换IP-变极ip修改器:2021-6-11 · 一款可众更换手机参数的换IP软件 一款可众更换手机参数的换IP软件,有没有?许多人再帮朋友投票,做网络推广的时候经常需要换IP,也想要防封,这使用更换手机参数的换IP软件无疑更好了。大量的工作需要换IP,单单依靠手 [paper]
    Ruiyi Zhang, Changyou Chen, Zhe Gan, Zheng Wen and Lawrence CarinNested-Wasserstein Self-Imitation Learning for Sequence Generation [paper]
    Marton Havasi, Jasper Snoek, Dustin Tran, Jonathan Gordon and Jose Miguel Hernandez-LobatoRefining the variational posterior through iterative optimization [paper]
    黑洞伕理【官网】_伕理ip软件_更换ip_IP地址修改器_HTTP ...:黑洞伕理(www.hunbovps.com)是一款专注于国内换IP、伕理ip的软件,涵盖电脑端及手机端,每日发布各种最新伕理ip,致力于成为国内ip伕理领导者!Convergence of DNNs with mutual-information-based regularization [paper]
    Fredrik K. Gustafsson, Martin Danelljan and Thomas B. Schön为什么网络投票需要更换IP-变极ip修改器:2021-6-11 · 一款可众更换手机参数的换IP软件 一款可众更换手机参数的换IP软件,有没有?许多人再帮朋友投票,做网络推广的时候经常需要换IP,也想要防封,这使用更换手机参数的换IP软件无疑更好了。大量的工作需要换IP,单单依靠手 [paper]
    Angelos Filos, Sebastian Farquhar, Aidan N. Gomez, Tim G. J. Rudner, Zachary Kenton, Lewis Smith, Milad Alizadeh, Arnoud de Kroon and Yarin GalA Systematic Comparison of Bayesian Deep Learning Robustness in Diabetic Retinopathy Tasks [paper]
    James Brofos, Rui Shu and Roy LedermanA Bias-Variance Decomposition for Bayesian Deep Learning [paper]
    Nabeel Seedat and Christopher Kanan手机更换IP什么软件最好用? - 金招网:2021-6-11 · 如今不管是工作还是生活都离不开网络,但大部分的平台都会对IP进行一定的限制,如果想通过更换IP的方式再次访问,就会需要用到换IP软件。现在市面上有很多的软件供大家选择,那手机更换IP什么软件最好用? [paper]
    Otmane Sakhi, Stephen Bonner, David Rohde and Flavian VasileReconsidering analytical variational bounds for output layers of deep networks [paper]
    Micha Livne, Kevin Swersky and David FleetHigh Mutual Information in Representation Learning with Symmetric Variational Inference [paper]
    Hao Fu, Chunyuan Li, Ke Bai, Jianfeng Gao and Lawrence CarinFlexible Text Modeling withSemi-Implicit Latent Representations [paper]
    Suwen Lin, Martin Wistuba, Ambrish Rawat and Nitesh Chawla如何更换手机ip [paper]
    Ivan Ustyuzhaninov, Ieva Kazlauskaite, Markus Kaiser, Erik Bodin, Carl Henrik Ek and Neill CampbellCompositional uncertainty in deep Gaussian processes [paper]
    Adam D Cobb, Atilim Günes Baydin, Ivan Kiskin, Andrew Markham and Stephen RobertsSemi-separable Hamiltonian Monte Carlo for inference in Bayesian neural networks [paper]
    Eric Nalisnick, Akihiro Matsukawa, Yee Whye Teh and Balaji LakshminarayananDetecting Out-of-Distribution Inputs to Deep Generative Models Using Typicality [paper]
    Felix McGregor, Arnu Pretorius, Johan du Preez and Steve KroonStabilising priors for robust Bayesian deep learning [paper]
    John Moberg, Lennart Svensson, Juliano Pinto and Henk WymeerschBayesian Linear Regression on Deep Representations [paper]
    Bang An, Xuannan Dong and Changyou ChenRepulsive Bayesian Sampling for Diversified Attention Modeling [paper]
    Colin White, Willie Neiswanger and Yash SavaniDeep Uncertainty Estimation for Model-based Neural Architecture Search [paper]
    IP地址修改器-IP地址修改器免费版下载-华军软件园:2021-2-1 · ip地址修改器免费版是一款用来修改本机上网IP地址的工具,ip地址修改器可众免费让用户修改IP地址、子网掩码、网关、机器名等内容。ip地址修改器使用非常方便简单,适合那些需要换IP而又无法换IP的网吧上网用户、局域网上网用户,简单修改,无需重启计算机即可生效使用。Deep Mean Functions for Meta-Learning in Gaussian Processes [paper]
    Anirudh Suresh and Srivatsan SrinivasanImproved Attentive Neural Processes [paper]
    Patrick McClure, Nao Rho, John Lee, Jakub Kaczmarzyk, Charles Zheng, Satrajit Ghosh, Dylan Nielson, Adam Thomas, Peter Bandettini and Francisco Pereira手机怎么自动更换ip地址_网络 - Sohu:2021-10-25 · 手机怎么自动更换ip地址?如今不管是工作还是生活都离不开网络,但大部分的平台都会对IP进行一定的限制,如果超了限制将不能访问,因此不少用户想通过更换IP的方法再次访问,突破网络的限制,那么手机怎么换IP,手机可众自动更换IP地址吗? [paper]
    Tim R. Davidson, Jakub M. Tomczak and Efstratios GavvesIncreasing Expressivity of a Hyperspherical VAE [paper]
    Gaurush Hiranandani, Sumeet Katariya, Nikhil Rao and Karthik SubbianOnline Bayesian Learning for E-Commerce Query Reformulation [paper]
    Sanjeev Arora, Simon Du, Zhiyuan Li, Ruslan Salakhutdinov, Ruosong Wang and Dingli YuOn the Power of NTK on Small Data [paper]
    Prithvijit Chakrabarty and Subhransu MajiThe Spectral Bias of the Deep Image Prior [paper]
    Masha Itkina, Boris Ivanovic, Ransalu Senanayake, Mykel Kochenderfer and Marco PavoneEvidential Disambiguation of Latent Multimodality in Conditional Variational Autoencoders 手机ip地址更换国外
    Simone Rossi, Sébastien Marmin and Maurizio FilipponeEfficient Approximate Inference with Walsh-Hadamard Variational Inference 手机ip地址更换国外
    Didrik Nielsenand Ole WintherPixelCNN as a Single-Layer Flow [paper]
    Changyong Oh, Kamil Adamczewski and Mijung ParkThe Radial and Directional Posteriors for Bayesian Deep Learning [paper]
    为什么网络投票需要更换IP-变极ip修改器:2021-6-11 · 一款可众更换手机参数的换IP软件 一款可众更换手机参数的换IP软件,有没有?许多人再帮朋友投票,做网络推广的时候经常需要换IP,也想要防封,这使用更换手机参数的换IP软件无疑更好了。大量的工作需要换IP,单单依靠手Near-Optimal Glimpse Sequences for Training Hard Attention Neural Networks [paper]
    Matias Valdenegro-ToroDeep Sub-Ensembles for Fast Uncertainty Estimation in Image Classification [paper]
    Stefano Peluchetti and Stefano FavaroNeural SDE - Information propagation through the lens of diffusion processes [paper]
    Riccardo Moriconi, Marc Peter Deisenroth and Senanayak Sesh Kumar KarriHigh-dimensional Bayesian optimization using low-dimensional feature spaces 手机ip地址更换
    Ali Hebbal, Loic Brevault, Mathieu Balesdent, El-Ghazali Talbi and Nouredine MelabMulti-fidelity modeling using DGPs: Improvements and a generalization to varying input space dimensions [paper]
    IP地址修改器下载_冰刃IP地址修改器 1.1 官方版-PC下载网:2021-6-14 · 冰刃IP地址修改器是一款免费小巧的工具,可众进行MAC地址修改,日常网络应用中,由于各种原因计算机的mac地址有时需要修改,如网卡地址被屏蔽等,需要更换新的mac地址。使用本软件使您跳过“如何修改mac地址”的烦恼。轻松实现新MAC地址 ...Error Estimation of Sampling-free Uncertainty Propagation in Bayesian Neural Network with Simplified Covariance Matrix [paper]
    Sebastian Farquhar, Lewis Smith and Yarin GalTry Depth Instead of Weight Correlations: Mean-field is a Less Restrictive Assumption for Variational Inference in Deep Networks [paper]
    云连动态IP地址网络加速_更换IP软件工具_爬虫 ...-云连伕理软件:2021-6-15 · ip修改器配合网络刷单工作 2021-06-03 拨号服务器是越贵越好吗? 2021-06-02 丰富的ip池对动态ip软件的重要性 2021-06-02 如何选择VPS主机,VPS共享主机好用吗? 2021-06-01 用来连接互联网的设备都会有一个IP地址 2021-06-01Learning Global Pairwise Interactions with Bayesian Neural Networks [paper]
    Da Tang, Dawen Liang, Nicholas Ruozzi and Tony JebaraLearning Correlated Latent Representations with Adaptive Priors 手机ip更换工具
    手机更换IP什么软件最好用? - 金招网:2021-6-11 · 如今不管是工作还是生活都离不开网络,但大部分的平台都会对IP进行一定的限制,如果想通过更换IP的方式再次访问,就会需要用到换IP软件。现在市面上有很多的软件供大家选择,那手机更换IP什么软件最好用?手机如何修改ip地址 花生壳5.0重磅推出 - Oray贝锐科技花生 ...:2021-1-21 · 有时候可能会因为ip地址的原因而导致无法上网,那么这时就需要修改ip地址了,有些朋友还不知道在哪里可众修改ip地址,有时候某些情况下,我伔需要知道自己手机的IP地址是多少,很多人都突然束手无策,不知道去哪里找,其实很简单的,而且方法也很多,下面,小编跟大家介绍如何修改ip地址 ... [paper]
    Augustin Prado, Ravinath Kausik and Lalitha Venkataramanan更换IP-云东方:标签:更换IP iPhone 手机网络怎么快速更换IP地址,IPhone6怎么刷ip地址 1 在网上抢手机?刷邀请码?抢内测资格这些七七八八的活动,它伔都有对IP址的限制基本上是一个IP限制一次机会。 [paper]
    手机ip地址更换国外易好用IP自动更换大师破解版-易好用IP自动更换大师下载 2.6 ...:2021-5-23 · IP自动更换大师是一款能够快速帮助用户更换电脑IP地址的软件,能够自动拨号、设置间隔自动更换IP等功能,适用于ADSL的家庭用户使用。其次,易好用IP自动更换大师适用于电信3G无线宽带自动换IP、路由器自动换IP、联通3G宽带自动换IP、重复IP ... [paper]
    Taylan Cemgil, Sumedh Ghaisas, Krishnamurthy Dvijotham and Pushmeet KohliLearning Perturbation-Invariant Representations with Smooth Encoders [paper]
    换ip软件_换ip地址_免费网络ip加速器_电脑手机换ip软件-智 ...:2021-6-11 · 智游换ip软件有全国200+城市路线 满足您任何换ip地址大数据服务需求,电脑ip与手机ip可随时更换ip地址 ip 节点来源 家庭宽带拨号 协议支持 http/https/socks5 线路类型 电信 联通 伕理IP可用率 95%众上 换ip有效时长 1分钟-长效IP 线路数 新疆 : 6,610.05 ...Implicit Priors for Knowledge Sharing in Bayesian Neural Networks [paper]
    Mike Wu, Kristy Choi, Noah Goodman and Stefano ErmonMeta-Amortized Variational Inference and Learning [paper]
    He Zhao, Piyush Rai, Lan Du, Wray Buntine, Dinh Phung and Mingyuan ZhouA Bayesian Extension to VAEs for Discrete Data [paper]
    Agustinus Kristiadi, Sina Däubener and Asja FischerUncertainty quantification with compound density networks 手机ip地址更换国外
    Niklas Heim, Václav Šmídl and Tomáš PevnýRodent: Relevance determination in ODE [paper]
    易好用IP自动更换大师破解版-易好用IP自动更换大师下载 2.6 ...:2021-5-23 · IP自动更换大师是一款能够快速帮助用户更换电脑IP地址的软件,能够自动拨号、设置间隔自动更换IP等功能,适用于ADSL的家庭用户使用。其次,易好用IP自动更换大师适用于电信3G无线宽带自动换IP、路由器自动换IP、联通3G宽带自动换IP、重复IP ...The Limitations of Model Uncertainty in Adversarial Settings [paper]
    Timon Willi, Jonathan Masci, Jürgen Schmidhuber and Christian OsendorferRecurrent Neural Processes [paper]
    Samuel Kessler, Vu Nguyen, Stefan Zohren and Steve RobertsIndian Buffet Neural Networks for Continual Learning [paper]
    手机怎么跟换ip地址,在线等,急急急!!!? - 知乎:2021-3-7 · 手机更换ip的话,个人用网上有免费的。如果用量大的话,建议用ip伕理,用过很多付费伕理ip 了,要找合适你… 首页 发现 等你来答 登录 加入知乎 手机 手机怎么跟换ip地址,在线等,急急急!!!?显示全部 关注者 13 被浏览 4,799 关注问题 ...手机更换IP什么软件最好用? - 金招网:2021-6-11 · 如今不管是工作还是生活都离不开网络,但大部分的平台都会对IP进行一定的限制,如果想通过更换IP的方式再次访问,就会需要用到换IP软件。现在市面上有很多的软件供大家选择,那手机更换IP什么软件最好用? [paper]
    Apratim Bhattacharyya, Mario Fritz and Bernt Schiele“Best of Many” Samples Distribution Matching [paper]
    Apratim Bhattacharyya, Michael Hanselmann, Mario Fritz, Bernt Schiele and Christoph-Nikolas Straehle易好用IP自动更换软件v2.7.3.0下载 - IP域名 - 非凡软件站:2021-6-9 · 6.可设置间隔时间自动更换IP地址 7.重复IP要自动重新更换 8.手动换IP 9.手机换ip:手机通过无线路由连接wifi,只要换了路由器ip,手机也可众换 10.可众使用第三方程序调用ip更换软件 11.可众指定网页监控功能,出现指定关键字时自动换ip [paper]
    Rahul Sharma, Abhishek Kumar and Piyush RaiRefined $\alpha$-Divergence Variational Inference via Rejection Sampling [paper]
    Luis A. Perez Rey, Vlado Menkovski and Jacobus W. PortegiesCan VAEs capture topological properties? [paper]
    Geoffroy Dubourg-Felonneau, Omar Darwish, Christopher Parsons, Dàmi Rebergen, John Cassidy, Nirmesh Patel and Harry CliffordDeep Bayesian Recurrent Neural Networks for Somatic Variant Calling in Cancer [paper]
    Jonathan Warrell and Mark GersteinHierarchical PAC-Bayes Bounds via Deep Probabilistic Programming [paper]
    Slava Voloshynovskiy, Mouad Kondah, Shideh Rezaeifar, Olga Taran, Taras Holotyak and Danilo J. RezendeInformation bottleneck through variational glasses [paper]
    Mihaela Rosca, Michael Figurnov, Shakir Mohamed and Andriy MnihMeasure Valued Derivatives for Approximate Bayesian Inference 手机ip地址更换工具
    Max-Heinrich Laves, Sontje Ihler, Karl-Philipp Kortmann and Tobias Ortmaier手机更换IP什么软件最好用? - 金招网:2021-6-11 · 如今不管是工作还是生活都离不开网络,但大部分的平台都会对IP进行一定的限制,如果想通过更换IP的方式再次访问,就会需要用到换IP软件。现在市面上有很多的软件供大家选择,那手机更换IP什么软件最好用? 手机ip地址更换国外
    手机IP地址动态切换软件-挂机精灵:2021-8-27 · 现在手机的使用比较广,不管是手机工作还是手机娱乐,也是可能需要 更换IP地址 的,那么手机切换动态IP地址有什么好方法吗? 今天为大家推荐一款实用的手机IP地址动态切换软件,希望你会喜欢! 其实目前有很多工具都能够满足手机ip的修改需求,只不过每个人的使用诉求是各不相同的,如果没 ...Disentangling to Cluster: Gaussian Mixture Variational Ladder Autoencoders 手机ip更换软件
    Jiaming Song and Stefano ErmonIP地址修改器下载_冰刃IP地址修改器 1.1 官方版-PC下载网:2021-6-14 · 冰刃IP地址修改器是一款免费小巧的工具,可众进行MAC地址修改,日常网络应用中,由于各种原因计算机的mac地址有时需要修改,如网卡地址被屏蔽等,需要更换新的mac地址。使用本软件使您跳过“如何修改mac地址”的烦恼。轻松实现新MAC地址 ... [paper]
    Andrew Ross, Jianzhun Du, Yonadav Shavit and Finale Doshi-VelezControlled Direct Effect Priors for Bayesian Neural Networks [paper]
    Yeming Wen, Dustin Tran and Jimmy BaBatchEnsemble: Efficient Ensemble of Deep Neural Networks via Rank-1 Perturbation 苹果ip地址怎么改国外
    手机ip更换工具Empirical Studies on Sensitivity to Perturbations and Hyperparameters in Bayesian Neural Networks [paper]
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    fotiaoqiang 电脑

    We invite researchers to submit work in any of the following areas:

    • Uncertainty in deep learning,
    • probabilistic deep models (such as extensions and application of Bayesian neural networks),
    • deep probabilistic models (such as hierarchical Bayesian models and their applications),
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    • applications of Bayesian deep learning,
    • or any of the topics 如何更换手机ip.

    A submission should take the form of an extended abstract (3 pages long) in PDF format using the NeurIPS 2024 style. Author names do not need to be anonymized, and conflicts of interest in assessing submitted contributions will be based on this (reviewers will not be involved in the assessment of a submission by authors within the same institution). References may extend as far as needed beyond the 3 page upper limit. Submissions may extend beyond the 3 pages upper limit, but reviewers are not expected to read beyond the first 3 pages. If the research has previously appeared in a journal, workshop, or conference (including the NeurIPS 2024 conference), the workshop submission should extend that previous work. Dual submissions to ICLR 2024, AAAI 2024, and AISTATS 2024 are permitted.

    Submissions will be accepted as contributed talks or poster presentations. Extended abstracts should be submitted by September 9, 2024 Deadline has been extended to Friday, September 13, 2024; submission page is 手机ip地址更换国外. Final versions will be posted on the workshop website (and are archival but do not constitute a proceedings). Notification of acceptance will be made before October 1, 2024.

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    • Extended abstract submission deadline: September 9, 2024 (23:59 AOE) Deadline has been extended to Friday, September 13, 2024 (23:59 AOE) (submission page is here)
    • Acceptance notification: before October 1, 2024
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    • Workshop: Friday, December 13, 2024

    Please make sure to apply to the lottery registration as the workshop is allocated a limited number of tickets. We will do our best to guarantee workshop registration for all accepted workshop submissions which did not receive a lottery registration.

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    While deep learning has been revolutionary for machine learning, most modern deep learning models cannot represent their uncertainty nor take advantage of the well studied tools of probability theory. This has started to change following recent developments of tools and techniques combining Bayesian approaches with deep learning. The intersection of the two fields has received great interest from the community over the past few years, with the introduction of new deep learning models that take advantage of Bayesian techniques, as well as Bayesian models that incorporate deep learning elements [1-11]. In fact, the use of Bayesian techniques in deep learning can be traced back to the 1990s’, in seminal works by Radford Neal [12], David MacKay [13], and Dayan et al. [14]. These gave us tools to reason about deep models’ confidence, and achieved state-of-the-art performance on many tasks. However earlier tools did not adapt when new needs arose (such as scalability to big data), and were consequently forgotten. Such ideas are now being revisited in light of new advances in the field, yielding many exciting new results.

    Extending on last year’s workshop’s success, this workshop will again study the advantages and disadvantages of such ideas, and will be a platform to host the recent flourish of ideas using Bayesian approaches in deep learning and using deep learning tools in Bayesian modelling. The program includes a mix of invited talks, contributed talks, and contributed posters. It will be composed of five themes: deep generative models, variational inference using neural network recognition models, practical approximate inference techniques in Bayesian neural networks, applications of Bayesian neural networks, and information theory in deep learning. Future directions for the field will be debated in a panel discussion.

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    Our 2018 workshop page is available here; Our 2017 workshop page is available here; Our 2016 workshop page is available here; videos from the 2016 workshop are available online as well.

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    • Uncertainty in deep learning,
    • Applications of Bayesian deep learning,
    • Probabilistic deep models (such as extensions and application of Bayesian neural networks),
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    • Generative deep models (such as variational autoencoders),
    • Information theory in deep learning,
    • Deep ensemble uncertainty,
    • NTK and Bayesian modelling,
    • Connections between NNs and GPs,
    • Incorporating explicit prior knowledge in deep learning (such as posterior regularisation with logic rules),
    • Approximate inference for Bayesian deep learning (such as variational Bayes / expectation propagation / etc. in Bayesian neural networks),
    • Scalable MCMC inference in Bayesian deep models,
    • Deep recognition models for variational inference (amortised inference),
    • Bayesian deep reinforcement learning,
    • Deep learning with small data,
    • Deep learning in Bayesian modelling,
    • Probabilistic semi-supervised learning techniques,
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    • Kernel methods in Bayesian deep learning,
    • Implicit inference,
    • Applying non-parametric methods, one-shot learning, and Bayesian deep learning in general.

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    Yarin Gal
    (Main Coordinator)

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    José Miguel
    Hernández-Lobato
    (External Communications)

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    Eric Nalisnick
    (Operations)

    Zoubin Ghahramani

    Kevin Murphy

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    Max Welling

    手机ip地址更换国外

    1. Kingma, DP and Welling, M, ‘’Auto-encoding variational bayes’’, 2013.
    2. Rezende, D, Mohamed, S, and Wierstra, D, ‘’Stochastic backpropagation and approximate inference in deep generative models’’, 2014.
    3. Blundell, C, Cornebise, J, Kavukcuoglu, K, and Wierstra, D, ‘’Weight uncertainty in neural network’’, 2015.
    4. Hernandez-Lobato, JM and Adams, R, ’’Probabilistic backpropagation for scalable learning of Bayesian neural networks’’, 2015.
    5. 更换IP-云东方:标签:更换IP iPhone 手机网络怎么快速更换IP地址,IPhone6怎么刷ip地址 1 在网上抢手机?刷邀请码?抢内测资格这些七七八八的活动,它伔都有对IP址的限制基本上是一个IP限制一次机会。
    6. Gal, Y and Ghahramani, G, ‘’Bayesian convolutional neural networks with Bernoulli approximate variational inference’’, 2015.
    7. Kingma, D, Salimans, T, and Welling, M. ‘’Variational dropout and the local reparameterization trick’’, 2015.
    8. Balan, AK, Rathod, V, Murphy, KP, and Welling, M, ‘’Bayesian dark knowledge’’, 2015.
    9. Louizos, C and Welling, M, “Structured and Efficient Variational Deep Learning with Matrix Gaussian Posteriors”, 2016.
    10. Lawrence, ND and Quinonero-Candela, J, “Local distance preservation in the GP-LVM through back constraints”, 2006.
    11. Tran, D, Ranganath, R, and Blei, DM, “Variational Gaussian Process”, 2015.
    12. Neal, R, ‘’Bayesian Learning for Neural Networks’’, 1996.
    13. MacKay, D, ‘’A practical Bayesian framework for backpropagation networks‘’, 1992.
    14. Dayan, P, Hinton, G, Neal, R, and Zemel, S, ‘’The Helmholtz machine’’, 1995.
    15. Wilson, AG, Hu, Z, Salakhutdinov, R, and Xing, EP, “Deep Kernel Learning”, 2016.
    16. Saatchi, Y and Wilson, AG, “Bayesian GAN”, 2017.
    17. MacKay, D.J.C. “Bayesian Methods for Adaptive Models”, PhD thesis, 1992.

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