Implementation Matters in Deep RL: A Case Study on PPO and TRPO.

Firdaus Janoos Logan Engstrom Andrew Ilyas Shibani Santurkar Dimitris Tsipras Firdaus Janoos Larry Rudolph Aleksander Madry Implementation Matters in Deep RL: A Case Study on PPO and TRPO. 2020 ICLR https://openreview.net/forum?id=r1etN1rtPB conf/iclr/2020 db/conf/iclr/iclr2020.html#EngstromISTJRM20 Andrew Ilyas Logan Engstrom Shibani Santurkar Dimitris Tsipras Firdaus Janoos Larry Rudolph Aleksander Madry A Closer Look at Deep Policy Gradients. 2020 ICLR https://openreview.net/forum?id=ryxdEkHtPS conf/iclr/2020 db/conf/iclr/iclr2020.html#IlyasESTJRM20

Logan Engstrom Andrew Ilyas Shibani Santurkar Dimitris Tsipras Firdaus Janoos Larry Rudolph Aleksander Madry Implementation Matters in Deep Policy Gradients: A Case Study on PPO and TRPO. 2020 abs/2005.12729 CoRR https://arxiv.org/abs/2005.12729 db/journals/corr/corr2005.html#abs-2005-12729

Firdaus Janoos Mehryar Mohri Karthik Sridharan Algorithmic Learning Theory, ALT 2018, 7-9 April 2018, Lanzarote, Canary Islands, Spain ALT PMLR Proceedings of Machine Learning Research 83 2018 http://proceedings.mlr.press/v83/ db/conf/alt/alt2018.html

Andrew Ilyas Logan Engstrom Shibani Santurkar Dimitris Tsipras Firdaus Janoos Larry Rudolph Aleksander Madry Are Deep Policy Gradient Algorithms Truly Policy Gradient Algorithms? 2018 abs/1811.02553 CoRR http://arxiv.org/abs/1811.02553 db/journals/corr/corr1811.html#abs-1811-02553

Marc Niethammer Kilian M. Pohl Firdaus Janoos William M. Wells III Active Mean Fields for Probabilistic Image Segmentation: Connections with Chan-Vese and Rudin-Osher-Fatemi Models. 1069-1103 2017 10 SIAM J. Imaging Sci. 3 https://doi.org/10.1137/16M1058601 https://www.wikidata.org/entity/Q47639332 db/journals/siamis/siamis10.html#NiethammerPJW17

Marc Niethammer Kilian M. Pohl Firdaus Janoos William M. Wells III Active Mean Fields for Probabilistic Image Segmentation: Connections with Chan-Vese and Rudin-Osher-Fatemi Models. 2015 abs/1501.05680 CoRR http://arxiv.org/abs/1501.05680 db/journals/corr/corr1501.html#NiethammerPJW15

Zhiwei Qin Weichang Li Firdaus Janoos Sparse Reinforcement Learning via Convex Optimization. 424-432 2014 ICML http://proceedings.mlr.press/v32/qin14.html conf/icml/2014 db/conf/icml/icml2014.html#QinLJ14 Firdaus Janoos Huseyin Denli Niranjan A. Subrahmanya Multi-scale Graphical Models for Spatio-Temporal Processes. 316-324 2014 NIPS https://proceedings.neurips.cc/paper/2014/hash/ac1dd209cbcc5e5d1c6e28598e8cbbe8-Abstract.html http://papers.nips.cc/paper/5473-multi-scale-graphical-models-for-spatio-temporal-processes conf/nips/2014 db/conf/nips/nips2014.html#JanoosDS14

Petter Risholm Firdaus Janoos Isaiah Norton Alexandra J. Golby William M. Wells III Bayesian characterization of uncertainty in intra-subject non-rigid registration. 538-555 2013 17 Medical Image Anal. 5 https://doi.org/10.1016/j.media.2013.03.002 https://www.wikidata.org/entity/Q43121554 db/journals/mia/mia17.html#RisholmJNGW13

Tamal K. Dey Firdaus Janoos Joshua A. Levine Meshing interfaces of multi-label data with Delaunay refinement. 71-82 2012 28 Eng. Comput. 1 https://doi.org/10.1007/s00366-011-0217-y db/journals/ewc/ewc28.html#DeyJL12

István Ákos Mórocz Firdaus Janoos Peter van Gelderen David Manor Avi Karni Zvia Breznitz Michael von Aster Tammar Kushnir Ruth Shalev Time-resolved and spatio-temporal analysis of complex cognitive processes and their role in disorders like developmental dyscalculia. 81-96 2012 22 Int. J. Imaging Syst. Technol. 1 https://doi.org/10.1002/ima.22009 https://www.wikidata.org/entity/Q30505461 db/journals/imst/imst22.html#MoroczJGMKBAKS12

Mehdi Moradi Firdaus Janoos Andriy Fedorov Petter Risholm Tina Kapur Luciant D. Wolfsberger Paul L. Nguyen Clare M. Tempany William M. Wells III Two solutions for registration of ultrasound to MRI for image-guided prostate interventions. 1129-1132 2012 EMBC https://doi.org/10.1109/EMBC.2012.6346134 https://www.wikidata.org/entity/Q36849125 conf/embc/2012 db/conf/embc/embc2012.html#MoradiJFRKWNTW12 Petter Risholm Firdaus Janoos Jennifer Pursley Andriy Fedorov Clare M. Tempany Robert A. Cormack William M. Wells III Selection of Optimal Hyper-Parameters for Estimation of Uncertainty in MRI-TRUS Registration of the Prostate. 107-114 2012 MICCAI (3) https://doi.org/10.1007/978-3-642-33454-2_14 https://www.wikidata.org/entity/Q85835015 conf/miccai/2012-3 db/conf/miccai/miccai2012-3.html#RisholmJPFTCW12 Firdaus Janoos Petter Risholm William M. Wells III Robust non-rigid registration and characterization of uncertainty. 4321-4326 2012 MMBIA https://doi.org/10.1109/MMBIA.2012.6164760 conf/mmbia/2012 db/conf/mmbia/mmbia2012.html#JanoosRW12 Firdaus Janoos Weichang Li Niranjan A. Subrahmanya István Ákos Mórocz William M. Wells III Identification of Recurrent Patterns in the Activation of Brain Networks. 683-691 2012 NIPS https://proceedings.neurips.cc/paper/2012/hash/ad13a2a07ca4b7642959dc0c4c740ab6-Abstract.html http://papers.nips.cc/paper/4771-identification-of-recurrent-patterns-in-the-activation-of-brain-networks conf/nips/2012 db/conf/nips/nips2012.html#JanoosLSMW12 Firdaus Janoos Petter Risholm William M. Wells III Bayesian Characterization of Uncertainty in Multi-modal Image Registration. 50-59 2012 WBIR https://doi.org/10.1007/978-3-642-31340-0_6 conf/wbir/2012 db/conf/wbir/wbir2012.html#JanoosRW12

Firdaus Janoos Raghu Machiraju Shantanu Singh István Ákos Mórocz Spatio-temporal models of mental processes from fMRI. 362-377 2011 57 NeuroImage 2 https://doi.org/10.1016/j.neuroimage.2011.03.047 https://www.wikidata.org/entity/Q51585415 db/journals/neuroimage/neuroimage57.html#JanoosMSM11

Shantanu Singh Firdaus Janoos Thierry Pécot Enrico Caserta Gustavo Leone Jens Rittscher Raghu Machiraju Identifying Nuclear Phenotypes Using Semi-supervised Metric Learning. 398-410 2011 IPMI https://doi.org/10.1007/978-3-642-22092-0_33 https://www.wikidata.org/entity/Q34849923 conf/ipmi/2011 db/conf/ipmi/ipmi2011.html#SinghJPCLRM11 Firdaus Janoos Shantanu Singh Raghu Machiraju William M. Wells III István Ákos Mórocz State-Space Models of Mental Processes from fMRI. 588-599 2011 IPMI https://doi.org/10.1007/978-3-642-22092-0_48 conf/ipmi/2011 db/conf/ipmi/ipmi2011.html#JanoosSMWM11 Shantanu Singh Firdaus Janoos Thierry Pécot Enrico Caserta Kun Huang 0001 Jens Rittscher Gustavo Leone Raghu Machiraju Non-parametric Population Analysis of Cellular Phenotypes. 343-351 2011 MICCAI (2) https://doi.org/10.1007/978-3-642-23629-7_42 https://www.wikidata.org/entity/Q85086903 conf/miccai/2011-2 db/conf/miccai/miccai2011-2.html#SinghJPCHRLM11 Kishore Mosaliganti Firdaus Janoos Arnaud Gelas Ramil Noche Nikolaus Obholzer Raghu Machiraju Sean Megason Anisotropic plate diffusion filtering for detection of cell membranes in 3D microscopy images. 588-591 2010 ISBI https://doi.org/10.1109/ISBI.2010.5490110 https://www.wikidata.org/entity/Q42079266 conf/isbi/2010 db/conf/isbi/isbi2010.html#MosaligantiJGNOMM10 Firdaus Janoos Raghu Machiraju Steffen Sammet Michael V. Knopp Simon K. Warfield István Ákos Mórocz Measuring effects of latency in brain activity with FMRI. 1141-1144 2010 ISBI https://doi.org/10.1109/ISBI.2010.5490195 https://www.wikidata.org/entity/Q57241955 conf/isbi/2010 db/conf/isbi/isbi2010.html#JanoosMSKWM10 Firdaus Janoos Raghu Machiraju Steffen Sammet Michael V. Knopp István Ákos Mórocz Unsupervised Learning of Brain States from fMRI Data. 201-208 2010 MICCAI (2) https://doi.org/10.1007/978-3-642-15745-5_25 https://www.wikidata.org/entity/Q62499024 conf/miccai/2010-2 db/conf/miccai/miccai2010-2.html#JanoosMSKM10

Firdaus Janoos Boonthanome Nouanesengsy Raghu Machiraju Han-Wei Shen Steffen Sammet Michael V. Knopp István Ákos Mórocz Visual Analysis of Brain Activity from fMRI Data. 903-910 2009 28 Comput. Graph. Forum 3 https://doi.org/10.1111/j.1467-8659.2009.01458.x db/journals/cgf/cgf28.html#JanoosNMSSKM09

Kishore Mosaliganti Firdaus Janoos M. Okan Irfanoglu Randall Ridgway Raghu Machiraju Kun Huang 0001 Joel H. Saltz Gustavo Leone Michael C. Ostrowski Tensor classification of N-point correlation function features for histology tissue segmentation. 156-166 2009 13 Medical Image Anal. 1 https://doi.org/10.1016/j.media.2008.06.020 https://www.wikidata.org/entity/Q36331677 db/journals/mia/mia13.html#MosaligantiJIRMHSLO09

Firdaus Janoos Kishore Mosaliganti Xiaoyin Xu Raghu Machiraju Kun Huang 0001 Stephen T. C. Wong Robust 3D reconstruction and identification of dendritic spines from optical microscopy imaging. 167-179 2009 13 Medical Image Anal. 1 https://doi.org/10.1016/j.media.2008.06.019 https://www.wikidata.org/entity/Q37146489 db/journals/mia/mia13.html#JanoosMXMHW09

Firdaus Janoos Boonthanome Nouanesengsy Xiaoyin Xu Raghu Machiraju Stephen T. C. Wong Classification and Uncertainty Visualization of Dendritic Spines from Optical Microscopy Imaging. 879-886 2008 27 Comput. Graph. Forum 3 https://doi.org/10.1111/j.1467-8659.2008.01220.x db/journals/cgf/cgf27.html#JanoosNXMW08

Kishore Mosaliganti Firdaus Janoos Richard Sharp Randall Ridgway Raghu Machiraju Kun Huang 0001 Pamela Wenzel Alain de Bruin Gustavo Leone Joel H. Saltz Detection and Visualization of Surface-Pockets to Enable Phenotyping Studies. 1283-1290 2007 26 IEEE Trans. Medical Imaging 9 https://doi.org/10.1109/TMI.2007.903570 https://www.wikidata.org/entity/Q50903995 db/journals/tmi/tmi26.html#MosaligantiJSRMHWdLS07

Firdaus Janoos Shantanu Singh M. Okan Irfanoglu Raghu Machiraju Richard E. Parent Activity Analysis Using Spatio-Temporal Trajectory Volumes in Surveillance Applications. 3-10 2007 IEEE VAST https://doi.org/10.1109/VAST.2007.4388990 https://doi.ieeecomputersociety.org/10.1109/VAST.2007.4388990 conf/ieeevast/2007 db/conf/ieeevast/ieeevast2007.html#JanoosSIMP07 Firdaus Janoos M. Okan Irfanoglu Kishore Mosaliganti Raghu Machiraju Kun Huang 0001 Pamela Wenzel Alain de Bruin Gustavo Leone Multi-Resolution Image Segmentation Using the 2-Point Correlation Functions. 300-303 2007 ISBI https://doi.org/10.1109/ISBI.2007.356848 conf/isbi/2007 db/conf/isbi/isbi2007.html#JanoosIMMHWdL07 Michael von Aster Zvia Breznitz Alain de Bruin Enrico Caserta Robert A. Cormack Huseyin Denli Tamal K. Dey Logan Engstrom Andriy Fedorov Arnaud Gelas Peter van Gelderen Alexandra J. Golby Kun Huang 0001 Andrew Ilyas M. Okan Irfanoglu Tina Kapur Avi Karni Michael V. Knopp Tammar Kushnir Gustavo Leone Joshua A. Levine Weichang Li Raghu Machiraju Aleksander Madry David Manor Sean G. MegasonSean Megason Mehryar Mohri Mehdi Moradi István Ákos Mórocz Kishore Mosaliganti Paul NguyenPaul L. Nguyen Marc Niethammer Ramil Noche Isaiah Norton Boonthanome Nouanesengsy Nikolaus Obholzer Michael C. Ostrowski Richard E. Parent Thierry Pécot Kilian M. Pohl Jennifer Pursley Zhiwei Qin Randall Ridgway Petter Risholm Jens Rittscher Larry Rudolph Joel H. Saltz Steffen Sammet Shibani Santurkar Ruth Shalev Richard Sharp Han-Wei Shen Shantanu Singh Karthik Sridharan Niranjan A. Subrahmanya Clare M. Tempany Dimitris Tsipras Simon K. Warfield William M. Wells III Pamela Wenzel Luciant D. Wolfsberger Stephen T. C. Wong Xiaoyin Xu