Institute for Adaptive and Neural Computation

Research output

Research output per year 1969 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023 2024 2024

• 902 Article
• 616 Conference contribution
• 139 Poster
• 50 Chapter
• 207 More
  • 37 Abstract
  • 37 Paper
  • 23 Meeting abstract
  • 22 Chapter (peer-reviewed)
  • 19 Working paper
  • 16 Preprint
  • 13 Book
  • 11 Entry for encyclopedia/dictionary
  • 5 Other report
  • 5 Review article
  • 3 Commissioned report
  • 3 Comment/debate
  • 3 Other contribution
  • 2 Editorial
  • 2 Doctoral Thesis
  • 1 Anthology
  • 1 Foreword/postscript
  • 1 Book/Film/Article review
  • 1 Letter
  • 1 Web publication/site
  • 1 Patent

Research output per year

Research output per year

Search results

• 2024

  Improving semantic correspondence with viewpoint-guided spherical maps

  Mariotti, O., Mac Aodha, O. & Bilen, H., 6 Mar 2024, (Accepted/In press) Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Self-Supervised Representation Learning 100%

• SAOR: Single-view articulated object reconstruction

  Aygün, M. & Aodha, O. M., 6 Mar 2024, (Accepted/In press) Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Articulated Object 100%
  • Object Shape 100%
  • Captured Image 50%

• Less is more: Discovering concise network explanations

  Kondapaneni, N., Marks, M., Mac Aodha, O. & Perona, P., 2 Mar 2024, (Accepted/In press).

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Decision-Making Process 100%
  • Practitioners 100%
  • Artificial Intelligence 100%
  • Neural Network 100%
  • Explainable Artificial Intelligence 100%

• A temporal Convolutional Network for EMG compressed sensing reconstruction

  Zhang, L., Chen, J., Liu, W., Liu, X., Ma, C. & Xu, L., 15 Feb 2024, In: Measurement: Journal of the International Measurement Confederation. 225, 113944.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Compressed Sensing 100%
  • Temporal Convolutional Network 100%
  • reconstruction algorithm 75%
  • Monitoring Signal 66%
  • Matching Pursuit 33%

• Frailty before and during austerity: A time series analysis of the English Longitudinal Study of Ageing 2002-2018

  Pugh, C., Eke, C., Seth, S., Guthrie, B. & Marshall, A. D., 7 Feb 2024, In: PLoS ONE. 19, 2, 13 p., e0296014.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Time Series Analysis 100%
  • Aging 100%
  • Frailty 100%
  • Longitudinal Study 100%
  • Resilience 33%

• Capturing variation in daily energy demand profiles over time with cluster analysis in British homes (September 2019 – August 2022)

  Pullinger, M., Zapata-Webborn, E., Kilgour, J., Elam, S., Few, J., Goddard, N., Hanmer, C., McKenna, E., Oreszczyn, T. & Webb, L., 5 Feb 2024, In: Applied Energy. 360, p. 1-18 18 p., 122683.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Cluster Analysis 100%
  • Gas 100%
  • Time 100%
  • Temperature 100%
  • Energy Demand 100%

• Performance of models for predicting one to three year mortality in older adults: a systematic review of externally validated models

  Ho, L., Pugh, C., Seth, S., Arakelyan, S., Lone, N. I., J Lyall, M., Anand, A., Fleuriot, J. D., Galdi, P. & Guthrie, B., 5 Feb 2024, (E-pub ahead of print) In: The Lancet Healthy Longevity.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Systematic Review 100%
  • Older Adult 100%
  • Mortality 100%
  • Systematic Literature Review 100%
  • Discrimination 100%

• Fibre-optic based Exploration of Lung Cancer Autofluorescence using Spectral Fluorescence Lifetime

  Adams, A. C., Kufcsak, A., Lochenie, C., Khadem, M., Akram, A. R., Dhaliwal, K. & Seth, S., 26 Jan 2024, In: Biomedical Optics Express. 15, 2, p. 1132-1147 21 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Fluorescence Lifetime 100%
  • Fiber 100%
  • Time-Resolved Fluorescence Spectroscopy 33%
  • Shape 33%
  • Sample 33%

• An Integrative Network Approach for Longitudinal Stratification in Parkinson’s Disease

  Ryan, B., Marioni, R. E. & Simpson, T. I., 25 Jan 2024, medRxiv.

  Research output: Working paper › Preprint

  Open Access

• Income trajectories and precarity in later life

  Marshall, A., Eke, C., Guthrie, B., Pugh, C. & Seth, S., 24 Jan 2024, In: Journal of Population Ageing.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Precarity 100%
  • Retirement 71%
  • Luxuries 42%
  • Retirement Age 28%
  • Relative 28%

• Designing Optimal Behavioral Experiments Using Machine Learning

  Valentin, S., Kleinegesse, S., Bramley, N. R., Seriès, P., Gutmann, M. U. & Lucas, C. G., 23 Jan 2024, In: eLIFE. 13, p. 1-40 40 p., e86224.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Machine Learning 100%
  • Models 100%
  • Learning 100%
  • Human Behavior 100%
  • Design 85%

• One-shot random forest model calibration for hand gesture decoding

  Jiang, X., Ma, C. & Nazarpour, K., 16 Jan 2024, In: Journal of Neural Engineering. 21, p. 1-12 12 p., 016006.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Model Calibration 100%
  • Random Decision Forest 100%
  • Random Forest 100%
  • Decision Trees 50%
  • Linear Discriminant Analysis 25%

• Incremental Generalized Category Discovery

  Zhao, B. & Mac Aodha, O., 15 Jan 2024, 2023 IEEE/CVF International Conference on Computer Vision (ICCV). Institute of Electrical and Electronics Engineers, p. 19080-19090 11 p. (International Conference on Computer Vision (ICCV)).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Unlabeled Data 100%
  • Models 100%
  • Time Step 100%
  • Parametric 100%
  • Categorisation 100%

• Investigating the Advantages of Magnetomyography in Assistive Healthcare Technology

  Arekhloo, N. G., Parvizi, H., Zuo, S., Wang, H., Nazarpour, K. & Heidari, H., 10 Jan 2024, ICECS 2023 - 2023 30th IEEE International Conference on Electronics, Circuits and Systems: Technosapiens for Saving Humanity. Institute of Electrical and Electronics Engineers, p. 1-4 4 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Fat 100%
  • Electromyography 100%
  • Health Care 100%
  • Muscle Contraction 66%
  • Assistive Technology 66%

• Automated identification of manuscripts describing genetically-determined developmental disorders using machine learning

  Yates, M., Lain, A., Campbell, J. & Simpson, I., 4 Jan 2024, In: European Journal of Human Genetics. 32, p. 649-650 2 p.

  Research output: Contribution to journal › Meeting abstract › peer-review
• 2023

  Elastic stresses can form metamorphic fabrics

  Gilgannon, J., Freitas, D., Rizzo, R. E., Wheeler, J., Butler, I. B., Seth, S., Marone, F., Schlepütz, C. M., Mcgill, G., Watt, I., Plümper, O., Eberhard, L., Amiri, H., Chogani, A. & Fusseis, F., 19 Dec 2023, (E-pub ahead of print) In: Geology.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Shape 100%
  • Fabric 100%
  • Hydrostatics 20%
  • Experiment 20%
  • Cycle 20%

• Improved prediction of hiking speeds using a data driven approach

  Wood, A., Mackaness, W., Simpson, I. & Armstrong, J. D., 18 Dec 2023, In: PLoS ONE.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Prediction 100%
  • Speed 100%
  • Datum 100%
  • Model 100%
  • Walking Speed 100%

• Joint Bayesian inference of graphical structure and parameters with a single generative flow network

  Deleu, T., Nishikawa-Toomey, M., Subramanian, J., Malkin, N., Charlin, L. & Bengio, Y., 16 Dec 2023, Advances in Neural Information Processing Systems 36: NeurIPS 2023. Oh, A., Naumann, T., Globerson, A., Saenko, K., Hardt, M. & Levine, S. (eds.). p. 1-28 28 p. (Advances in Neural Information Processing Systems).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  • Flow Network 100%
  • Bayesian Network 100%
  • Bayesian Inference 100%
  • Directed Acyclic Graph 66%
  • Discrete Sample Space 33%

• Let the flows tell: Solving graph combinatorial optimization problems with GFlowNets

  Zhang, D., Dai, H., Malkin, N., Courville, A., Bengio, Y. & Pan, L., 16 Dec 2023, Advances in Neural Information Processing Systems 36: NeurIPS 2023. Oh, A., Naumann, T., Globerson, A., Saenko, K., Hardt, M. & Levine, S. (eds.). p. 1-18 18 p. (Advances in Neural Information Processing Systems).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  • Combinatorial Optimization Problem 100%
  • Solution Space 100%
  • Combinatorial Optimisation 100%
  • Space Solution 100%
  • Optimisation Problem 100%

• Active Learning-Based Species Range Estimation

  Lange, C., Cole, E., Van Horn, G. & Mac Aodha, O., 15 Dec 2023, 37th Conference on Neural Information Processing Systems (NeurIPS 2023). Curran Associates Inc, Vol. 36. p. 41892-41913 22 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Learning 100%
  • Species 100%
  • Based Active Learning 100%
  • Model 37%
  • Observation 25%

• Discrete, compositional, and symbolic representations through attractor dynamics

  Nam, A. J., Elmoznino, E., Malkin, N., Sun, C., Bengio, Y. & Lajoie, G., 15 Dec 2023, p. 1-11. 11 p.

  Research output: Contribution to conference › Paper › peer-review

  • Representation Space 100%
  • Sensory Input 100%
  • Cognitive Science 100%
  • Discretization 50%
  • Infinite Capacity 50%

• Reducing motor variability enhances myoelectric control robustness across untrained limb positions

  Stuttaford, S. A., Dyson, M., Nazarpour, K. & Dupan, S. S. G., 15 Dec 2023, In: IEEE Transactions on Neural Systems and Rehabilitation Engineering. 32, p. 23-32 10 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Myoelectric Control 100%
  • Muscle Contraction 100%
  • Muscle Activity 100%
  • Delayed Feedback 100%
  • Position Effect 100%

• Computational pipeline for analysis of biomedical networks with BioNAR

  McLean, C., Sorokin, A., Armstrong, J. D. & Sorokina, O., 4 Dec 2023, In: Current Protocols. 3, 12, p. 1-31 31 p., e940.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Protein 100%
  • Gene Linkage 33%
  • Molecule 33%

• An open-source deep learning algorithm for efficient and fully-automatic analysis of the choroid in optical coherence tomography

  Burke, J., Engelmann, J., Hamid, C., Reid-Schachter, M., Pearson, T., Pugh, D., Dhaun, N., Storkey, A. J., King, S. E., MacGillivray, T., Bernabeu, M. O. & Maccormick, I. J. C., 21 Nov 2023, In: Translational Vision Science & Technology. 12, 11, 27.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Algorithms 100%
  • Learning 100%
  • Segmentation 100%
  • Tomography 100%
  • Choroid 100%

• From Proteins to Ligands: Decoding Deep Learning Methods for Binding Affinity Prediction

  Gorantla, R., Kubincová, A., Weiße, A. Y. & Mey, A. S. J. S., 20 Nov 2023, (E-pub ahead of print) In: Journal of Chemical Information and Modeling.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Deep Learning 100%
  • Protein 100%
  • Learning 100%
  • Binding Affinity 100%
  • Generalizability 66%

• Explainable AI-powered graph neural networks for HD EMG-based gesture intention recognition

  Massa, S. M., Riboni, D. & Nazarpour, K., 16 Nov 2023, In: IEEE Transactions on Consumer Electronics. p. 1-8 8 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Gesture Recognition 100%
  • Explainable Artificial Intelligence 100%
  • Graph Neural Network 100%
  • Time Requirement 50%
  • Recognition Performance 50%

• Conditional Sampling of Variational Autoencoders via Iterated Approximate Ancestral Sampling

  Simkus, V. & Gutmann, M. U., 8 Nov 2023, In: Transactions on Machine Learning Research. 2023, 11, p. 1-35 35 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Conditionals 100%
  • Metropolis 100%
  • Approximates 100%
  • Autoencoder 100%
  • Missing Data 100%

• Nudging neural click prediction models to pay attention to position

  Karra, E., Zhao, W., Murray, I. & Pellegrini, R., 21 Oct 2023, Proceedings of the 32nd ACM International Conference on Information and Knowledge Management (CIKM ’23). ACM, p. 1067–1076 10 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • User 100%
  • Prediction Model 100%
  • Biases 100%
  • Attention 100%
  • Models 66%

• BioNAR: an integrated biological network analysis package in bioconductor

  McLean, C., Sorokin, A., Simpson, T. I., Armstrong, J. D., Sorokina, O. & Forslund, S. (ed.), 17 Oct 2023, In: Bioinformatics Advances. 3, 1, p. 1-10 10 p., vbad137.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Biological Network 100%
  • Functions 100%
  • Bioconductor 100%
  • Molecule 100%
  • Networks 100%

• Definition of early age at onset in bipolar disorder according to distinctive neurodevelopmental pathways: Insights from the FACE-BD study

  Corponi, F., Lefrere, A., Leboyer, M., Bellivier, F., Godin, O., Loftus, J., Courtet, P., Dubertret, C., Haffen, E., Llorca, P. M., Roux, P., Polosan, M., Schwan, R., Samalin, L., Olié, E., Etain, B., Seriès, P. & Belzeaux, R., 1 Oct 2023, In: Psychological Medicine. 53, 14, p. 6724-6732 9 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Definition 100%
  • Investigation 100%
  • Disorder 100%
  • Bipolar Disorder 100%
  • Onset Age 100%

• Replication robust payoff allocation in submodular cooperative games

  Han, D., Wooldridge, M., Rogers, A., Ohrimenko, O. & Tschiatschek, S., Oct 2023, In: IEEE Transactions on Artificial Intelligence. 4, 5, p. 1114-1128 15 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Solution Concept 100%

• A phospho-dawn of protein modification anticipates light onset in the picoeukaryote Ostreococcus tauri

  Noordally, Z. B., Hindle, M. M., Martin, S. F., Seaton, D. D., Simpson, T. I., Le Bihan, T. & Millar, A. J., 29 Sept 2023, In: Journal of Experimental Botany. 74, 18, p. 5514–5531 18 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Ostreococcus 100%
  • Protein Modification 100%
  • Light 100%
  • Protein 100%
  • Proteome 60%

• Donor activity is associated with US legislators’ attention to political issues

  Goel, P., Malkin, N., Gaynor, S. R. W., Jojic, N., Miler, K. & Resnik, P., 20 Sept 2023, In: PLOS ONE. 18, 9, p. 1-24 24 p., e0291169.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Administrative Structure 100%
  • Political Finance 100%
  • Political Action 33%
  • Investigative Journalism 33%
  • Surgical Staple 14%

• A TGFβ-ECM-Integrin signalling axis drives structural reconfiguration of the bile duct to promote polycystic liver disease

  Waddell, S., Yao, Y., Olaizola, P., Walker, A., Jarman, E., Gournopanos, K., Gradinaru, A., Christodoulou, E., Gautier, P., Boerrigter, M. M., Cadamuro, M., Fabris, L., Drenth, J. P., Kendall, T. J., Banales, J. M., Khamseh, A., Mill, P. & Boulter, L., 13 Sept 2023, In: Science Translational Medicine.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

• Deep learning detection of diabetic retinopathy in Scotland's diabetic eye screening programme

  Fleming, A., Mellor, J., McGurnaghan, S., Blackbourn, L., Goatman, K., Styles, C., Storkey, A. J., McKeigue, P. M. & Colhoun, H. M., 13 Sept 2023, (E-pub ahead of print) In: British Journal of Ophthalmology.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Learning 100%
  • Screening 100%
  • Diabetic Retinopathy 100%
  • Sensitivity and Specificity 11%
  • Health Care Cost 11%

• Meta Omnium: A Benchmark for General-Purpose Learning-to-Learn

  Bohdal, O., Tian, Y., Zong, Y., Chavhan, R., Li, D., Gouk, H., Guo, L. & Hospedales, T., 22 Aug 2023, 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). Institute of Electrical and Electronics Engineers, p. 7693-7703 11 p. (Conference on Computer Vision and Pattern Recognition (CVPR)).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Knowledge Transfer 100%
  • Research Worker 100%
  • Application 100%
  • Few-Shot Learning 100%
  • Regression 100%

• Virtual Occlusions Through Implicit Depth

  Watson, J., Sayed, M., Qureshi, Z., Brostow, G. J., Vicente, S., Mac Aodha, O. & Firman, M., 22 Aug 2023, 2023 Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). Institute of Electrical and Electronics Engineers, p. 9053-9064 12 p. (IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Time 100%
  • Augmented Reality 66%
  • Models 66%
  • Ordering 66%
  • Real World 33%

• Impact of data source choice on multimorbidity measurement: a comparison study of 2.3 million individuals in the Welsh National Health Service

  MacRae, C., Morales, D. R., Mercer, S. W., Lone, N. I., Lawson, A., Jefferson, E., McAllister, D., van den Akker, M., Marshall, A. D., Seth, S., Rawlings, A., Lyons, J., Lyons, R., Mizen, A., Abubakar, E., Dibben, C. & Guthrie, B., 15 Aug 2023, In: BMC Medicine. 21, 25 p., 309.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Measurement 100%
  • Socialized Medicine 100%
  • Hospital Inpatient 100%
  • Multiple Chronic Conditions 100%
  • Primary Medical Care 80%

• Quality Diversity for Visual Pre-Training

  Chavhan, R., Gouk, H., Li, D. & Hospedales, T., 11 Aug 2023, (Accepted/In press) Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV). Institute of Electrical and Electronics Engineers, p. 5384-5394 11 p. (International Conference on Computer Vision (ICCV)).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Transformations 100%
  • Transfer Learning 100%
  • De Facto Standard 50%
  • Large Data Set 50%
  • Learning Approach 50%

• AI Assistants: A Framework for Semi-Automated Data Wrangling

  Petricek, T., van Den Burg, G. J. J., Nazábal, A., Ceritli, T., Jiménez-Ruiz, E. & Williams, C. K. I., 8 Aug 2023, In: IEEE Transactions on Knowledge and Data Engineering. 35, 9, p. 9295-9306 17 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Automated Data 100%
  • Artificial Intelligence 100%
  • Data Engineering 12%
  • Machine Learning 12%
  • Data Cleaning 12%

• A Feasibility Study on Textile Electrodes for Transcutaneous Electrical Nerve Stimulation

  Ju, W., McConnell-Trevillion, A., Khan, S. R., Nazarpour, K. & Mitra, S., 7 Aug 2023, 2023 21st IEEE Interregional NEWCAS Conference (NEWCAS). Institute of Electrical and Electronics Engineers, p. 1-5 5 p. 10198106. (Proceedings of the IEEE Interregional NEWCAS Conference (NEWCAS)).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Water 100%
  • Feasibility Study 100%
  • Transcutaneous Electrical Nerve Stimulation 100%
  • Oil 80%
  • Hydrogel 80%

• The sloppy relationship between neural circuit structure and function

  Hennig, M. H., 1 Aug 2023, In: The Journal of Physiology. 601, 15, p. 3025-3035 11 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Functions 100%
  • Parameter Space 16%
  • Long Tradition 16%
  • Programs 16%
  • Neurosciences 16%

• A theory of continuous generative flow networks

  Lahlou, S., Deleu, T., Lemos, P., Zhang, D., Volokhova, A., Hernández-García, A., Ezzine, L. N., Bengio, Y. & Malkin, N., 29 Jul 2023, Proceedings of the 40th International Conference on Machine Learning. Krause, A., Brunskill, E., Cho, K., Engelhardt, B., Sabato, S. & Scarlett, J. (eds.). PMLR, Vol. 202. p. 18269-18300 32 p. (Proceedings of Machine Learning Research).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  • Hybrid State Space 100%
  • Illustrates 100%
  • Critical Point 100%
  • Discrete Space 100%
  • Continuous State 100%

• Better training of GFlowNets with local credit and incomplete trajectories

  Pan, L., Malkin, N., Zhang, D. & Bengio, Y., 29 Jul 2023, Proceedings of the 40th International Conference on Machine Learning. Krause, A., Brunskill, E., Cho, K., Engelhardt, B., Sabato, S. & Scarlett, J. (eds.). PMLR, Vol. 202. p. 26878-26890 13 p. (Proceedings of Machine Learning Research).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  • Energy Function 100%
  • Reinforcement Learning 100%
  • Monte Carlo Markov Chain Method 100%
  • Exp 50%
  • Terminal State 50%

• GFlowNet-EM for learning compositional latent variable models

  Hu, E. J., Malkin, N., Jain, M., Everett, K. E., Graikos, A. & Bengio, Y., 29 Jul 2023, Proceedings of the 40th International Conference on Machine Learning. Krause, A., Brunskill, E., Cho, K., Engelhardt, B., Sabato, S. & Scarlett, J. (eds.). PMLR, Vol. 202. p. 13528-13549 22 p. (Proceedings of Machine Learning Research).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  • Latent Variable Model 100%
  • Latent Variable 100%
  • Maximization 100%
  • Approximation (Algorithm) 33%
  • Stochastic Policy 33%

• GFlowOut: Dropout with generative flow networks

  Liu, D., Jain, M., Dossou, B. F. P., Shen, Q., Lahlou, S., Goyal, A., Malkin, N., Emezue, C. C., Zhang, D., Hassen, N., Ji, X., Kawaguchi, K. & Bengio, Y., 29 Jul 2023, Proceedings of the 40th International Conference on Machine Learning. Krause, A., Brunskill, E., Cho, K., Engelhardt, B., Sabato, S. & Scarlett, J. (eds.). PMLR, Vol. 202. p. 21715-21729 15 p. 898. (Proceedings of Machine Learning Research).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  • Posterior Distribution 100%
  • Neural Network 50%
  • Predictive Distribution 50%
  • Approximation (Algorithm) 50%
  • Deep Neural Network 50%

• Learning GFlowNets from partial episodes for improved convergence and stability

  Madan, K., Rector-Brooks, J., Korablyov, M., Bengio, E., Jain, M., Nica, A., Bosc, T., Bengio, Y. & Malkin, N., 29 Jul 2023, Proceedings of the 40th International Conference on Machine Learning. Krause, A., Brunskill, E., Cho, K., Engelhardt, B., Sabato, S. & Scarlett, J. (eds.). PMLR, Vol. 202. p. 23467-23483 17 p. (Proceedings of Machine Learning Research).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  • Training Objective 100%
  • Action Sequence 50%
  • Probabilistic Modeling 50%
  • Reinforcement Learning 50%
  • Comparative Analysis 50%

• BatchGFN: Generative flow networks for batch active learning

  Malik, S. A., Lahlou, S., Jesson, A., Jain, M., Malkin, N., Deleu, T., Bengio, Y. & Gal, Y., 28 Jul 2023, p. 1-10. 10 p.

  Research output: Contribution to conference › Poster › peer-review

  Open Access

• Thompson sampling for improved exploration in GFlowNets

  Rector-Brooks, J., Madan, K., Jain, M., Korablyov, M., Liu, C-H., Chandar, S., Malkin, N. & Bengio, Y., 28 Jul 2023, p. 1-8. 8 p.

  Research output: Contribution to conference › Poster › peer-review

  Open Access

  • Target Distribution 100%
  • Decision Making 100%
  • Fast Convergence 50%
  • Sequential Decision Making 50%
  • Posterior Distribution 50%

• ACAT: Adversarial Counterfactual Attention for Classification and Detection in Medical Imaging

  Fontanella, A., Antoniou, A., Li, W., Wardlaw, J., Mair, G., Trucco, E. & Storkey, A., 23 Jul 2023, Proceedings of Machine Learning Research: Volume 202: International Conference on Machine Learning, 23-29 July 2023, Honolulu, Hawaii, USA. Krause, A., Brunskill, E., Cho, K., Engelhardt, B., Sabato, S. & Scarlett, J. (eds.). ML Research Press, Vol. 202. p. 10153-10169 17 p. (Proceedings of Machine Learning Research).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Medical Imaging 100%
  • Classification Accuracy 50%
  • image feature 50%
  • Classification Task 50%
  • Annotation 50%