Research output per year
Research output per year
Personal profile
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Dive into the research topics where Elena Mocanu is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
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Deep Ensembling with No Overhead for either Training or Testing: The All-Round Blessings of Dynamic Sparsity
Liu, S., Chen, T., Atashgahi, Z., Chen, X., Sokar, G., Mocanu, E., Pechenizkiy, M., Wang, Z. & Mocanu, D. C., 7 Feb 2022, The Tenth International Conference on Learning Representations, ICLR 2022. OpenReview, 24 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
Open AccessFile660 Downloads (Pure) -
Scalable training of artificial neural networks with adaptive sparse connectivity inspired by network science
Mocanu, D. C., Mocanu, E., Stone, P., Nguyen, P. H., Gibescu, M. & Liotta, A., 19 Jun 2018, In: Nature communications. 9, 1, 12 p., 2383.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile547 Citations (Scopus)151 Downloads (Pure) -
On-line building energy optimization using deep reinforcement learning
Mocanu, E., Mocanu, D. C., Nguyen, P. H., Liotta, A., Webber, M. E., Gibescu, M. & Slootweg, J. G., 1 Jul 2019, In: IEEE transactions on smart grid. 10, 4, p. 3698-3708 11 p., 8356086.Research output: Contribution to journal › Article › Academic › peer-review
544 Citations (Scopus)19 Downloads (Pure) -
One-shot learning using Mixture of Variational Autoencoders: A generalization learning approach
Mocanu, D. C. & Mocanu, E., 11 Jul 2018, 17th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2018. Dastani, M., Sukthankar, G., André, E. & Koenig, S. (eds.). The International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), Vol. 3. p. 2016-2018 3 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
Open AccessFile9 Citations (Scopus)57 Downloads (Pure) -
Enabling cooperative behavior for building demand response based on extended joint action learning
Hurtado Muñoz, L. A., Mocanu, E., Nguyen, P. H., Gibescu, M. & Kamphuis, R. I. G., 1 Jan 2018, In: IEEE transactions on industrial informatics. 14, 1, p. 127-136 10 p., 8039194.Research output: Contribution to journal › Article › Academic › peer-review
58 Citations (Scopus)
Prizes
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Best Paper Award at AAMAS 2022 Workshop on Adaptive Learning Agents (ALA 2022)
Sokar, G. A. Z. N. (Recipient), Mocanu, E. (Recipient), Mocanu, D. C. (Recipient), Pechenizkiy, M. (Recipient) & Stone, P. (Recipient), 10 May 2022
Prize
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Sparse Training for Deep Neural Networks
Mocanu, E. (Speaker)
9 Dec 2024Activity: Talk or presentation › Invited talk
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ICLR 2023 Workshop on Sparsity in Neural Networks
Mirzasoleiman, B. (Organiser), Wang, Z. (Organiser), Mocanu, D. C. (Organiser), Mocanu, E. (Organiser), Evci, U. (Organiser), Gale, T. (Organiser), Nowak, A. I. (Organiser), Sokar, G. A. Z. N. (Organiser) & Atashgahi, Z. (Organiser)
5 May 2023Activity: Participating in or organising an event › Organising a conference, workshop, ...
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32nd International Joint Conferences on Artificial Intelligence, IJCAI 2023
Mocanu, E. (Organiser), Atashgahi, Z. (Organiser), Sokar, G. A. Z. N. (Organiser), Wu, B. (Organiser), Xiao, Q. (Organiser), Grooten, B. J. (Organiser), Liu, S. (Organiser) & Mocanu, D. C. (Organiser)
21 Aug 2023Activity: Participating in or organising an event › Organising a conference, workshop, ...
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22nd Conference on Artificial Intelligence, EPIA 2023
Vale, Z. (Organiser), Pinto, T. (Organiser), Faria, P. (Organiser), Mocanu, E. (Organiser) & Mocanu, D. C. (Organiser)
8 Sept 2023Activity: Participating in or organising an event › Organising a conference, workshop, ...
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Sparsity in Neural Networks: Advancing Understanding and Practice 2022
Evci, U. (Organiser), Wang, Z. (Organiser), Mocanu, E. (Organiser), Frankle, J. (Organiser), Marcos, A. (Organiser), Mirzasoleiman, B. (Organiser), Jayakumar, S. M. (Organiser), Xu, C. (Organiser), Gale, T. (Organiser) & Mocanu, D. C. (Organiser)
13 Jul 2022Activity: Participating in or organising an event › Organising a conference, workshop, ...
Press/Media
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Neural Network Pruning 101
Mocanu, D. C. & Mocanu, E.
9/09/21
1 item of Media coverage
Press/Media: Research