Moments of Clarity: Streamlining Latent Spaces in Machine Learning using Moment Pooling

13 March 2024

Papers citing "Moments of Clarity: Streamlining Latent Spaces in Machine Learning using Moment Pooling"

26 / 26 papers shown

Title
Mapping the Multiverse of Latent Representations Jeremy Wayland Corinna Coupette Bastian Rieck 87 8 0 02 Feb 2024
Explainable Equivariant Neural Networks for Particle Physics: PELICAN A. Bogatskiy Timothy Hoffman David W. Miller Jan T. Offermann Xiaoyang Liu 68 25 0 31 Jul 2023
Interpretability of Machine Learning: Recent Advances and Future Prospects Lei Gao L. Guan AAML 88 33 0 30 Apr 2023
PELICAN: Permutation Equivariant and Lorentz Invariant or Covariant Aggregator Network for Particle Physics A. Bogatskiy Timothy Hoffman David W. Miller Jan T. Offermann 55 31 0 01 Nov 2022
IRC-safe Graph Autoencoder for unsupervised anomaly detection Oliver Atkinson Akanksha Bhardwaj C. Englert P. Konar Vishal S. Ngairangbam M. Spannowsky 53 26 0 26 Apr 2022
Particle Transformer for Jet Tagging H. Qu Congqiao Li Sitian Qian ViT MedIm 49 103 0 08 Feb 2022
Machine Learning in the Search for New Fundamental Physics G. Karagiorgi Gregor Kasieczka S. Kravitz Benjamin Nachman David Shih AI4CE 73 115 0 07 Dec 2021
Interpretable Machine Learning: Fundamental Principles and 10 Grand Challenges Cynthia Rudin Chaofan Chen Zhi Chen Haiyang Huang Lesia Semenova Chudi Zhong FaML AI4CE LRM 210 672 0 20 Mar 2021
A Survey on Neural Network Interpretability Yu Zhang Peter Tiño A. Leonardis K. Tang FaML XAI 204 679 0 28 Dec 2020
Image-Based Jet Analysis Michael Kagan 63 7 0 17 Dec 2020
Jet tagging in the Lund plane with graph networks F. Dreyer H. Qu 79 75 0 15 Dec 2020
Interpretable Machine Learning -- A Brief History, State-of-the-Art and Challenges Christoph Molnar Giuseppe Casalicchio B. Bischl AI4TS AI4CE 82 402 0 19 Oct 2020
ParticleNet: Jet Tagging via Particle Clouds H. Qu L. Gouskos 3DPC MU 79 230 0 22 Feb 2019
Energy Flow Networks: Deep Sets for Particle Jets Patrick T. Komiske E. Metodiev Jesse Thaler PINN 3DPC 88 255 0 11 Oct 2018
Machine Learning in High Energy Physics Community White Paper K. Albertsson Piero Altoe D. Anderson John R. Anderson Michael Andrews ... Michael Williams Wenjing Wu Stefan Wunsch Kun Yang O. Zapata AI4CE 43 221 0 08 Jul 2018
Explaining Explanations: An Overview of Interpretability of Machine Learning Leilani H. Gilpin David Bau Ben Z. Yuan Ayesha Bajwa Michael A. Specter Lalana Kagal XAI 95 1,857 0 31 May 2018
On the Topic of Jets: Disentangling Quarks and Gluons at Colliders E. Metodiev Jesse Thaler 72 71 0 31 Jan 2018
Recursive Neural Networks in Quark/Gluon Tagging Taoli Cheng 54 98 0 07 Nov 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 701 131,652 0 12 Jun 2017
Deep Sets Manzil Zaheer Satwik Kottur Siamak Ravanbakhsh Barnabás Póczós Ruslan Salakhutdinov Alex Smola 408 2,464 0 10 Mar 2017
Deep learning in color: towards automated quark/gluon jet discrimination Patrick T. Komiske E. Metodiev M. Schwartz 59 261 0 05 Dec 2016
TensorFlow: A system for large-scale machine learning Martín Abadi P. Barham Jianmin Chen Zhiwen Chen Andy Davis ... Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu Xiaoqiang Zhang GNN AI4CE 433 18,361 0 27 May 2016
Long Short-Term Memory-Networks for Machine Reading Jianpeng Cheng Li Dong Mirella Lapata AIMat RALM 105 1,120 0 25 Jan 2016
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification Kaiming He Xinming Zhang Shaoqing Ren Jian Sun VLM 326 18,625 0 06 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.9K 150,115 0 22 Dec 2014
Neural Machine Translation by Jointly Learning to Align and Translate Dzmitry Bahdanau Kyunghyun Cho Yoshua Bengio AIMat 558 27,311 0 01 Sep 2014