Research output per year
Research output per year
Personal profile
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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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 AccessFile581 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 AccessFile275 Citations (Scopus)115 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
Open AccessFile363 Citations (Scopus)8 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 AccessFile8 Citations (Scopus)40 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
46 Citations (Scopus)
Prizes
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Best Paper Award at AAMAS 2022 Workshop on Adaptive Learning Agents (ALA 2022)
Sokar, Ghada A.Z.N. (Recipient), Mocanu, Elena (Recipient), Mocanu, Decebal Constantin (Recipient), Pechenizkiy, Mykola (Recipient) & Stone, Peter (Recipient), 10 May 2022
Prize
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21st Conference on Artificial Intelligence, EPIA 2022
Zita Vale (Organiser), Tiago Pinto (Organiser), Pedro Faria (Organiser), Elena Mocanu (Organiser) & Decebal Constantin Mocanu (Organiser)
31 Aug 2022Activity: Participating in or organising an event › Organising a conference, workshop, ...
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Sparsity in Neural Networks: Advancing Understanding and Practice 2022
Utku Evci (Organiser), Zhangyang Wang (Organiser), Elena Mocanu (Organiser), Jonathan Frankle (Organiser), Ari Marcos (Organiser), Baharan Mirzasoleiman (Organiser), Siddhant M. Jayakumar (Organiser), Chang Xu (Organiser), Trevor Gale (Organiser) & Decebal Constantin Mocanu (Organiser)
13 Jul 2022Activity: Participating in or organising an event › Organising a conference, workshop, ...
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European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ECML-PKDD 2022
Shiwei Liu (Organiser), Ghada A.Z.N. Sokar (Organiser), Zahra Atashgahi (Organiser), Decebal Constantin Mocanu (Organiser) & Elena Mocanu (Organiser)
23 Sept 2022Activity: Participating in or organising an event › Organising a conference, workshop, ...
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Sparsity in Neural Networks: Advancing Understanding and Practice 2021
Ari Marcos (Organiser), Zhangyang Wang (Organiser), Jonathan Frankle (Organiser), Utku Evci (Organiser), Michela Paganini (Organiser), Baharan Mirzasoleiman (Organiser), Siddhant M. Jayakumar (Organiser), Elena Mocanu (Organiser), Chang Xu (Organiser), Trevor Gale (Organiser), Decebal Constantin Mocanu (Organiser) & Erich Elsen (Organiser)
8 Jul 2021 → 9 Jul 2021Activity: Participating in or organising an event › Organising a conference, workshop, ...
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20th EPIA Conference on Artificial Intelligence, EPIA 2021
Zita Vale (Organiser), Tiago Pinto (Organiser), Pedro Faria (Organiser), Elena Mocanu (Organiser) & Decebal Constantin Mocanu (Organiser)
9 Sept 2021Activity: Participating in or organising an event › Organising a conference, workshop, ...
Press/Media
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Neural Network Pruning 101
Decebal Constantin Mocanu & Elena Mocanu
9/09/21
1 item of Media coverage
Press/Media: Research