Science-IT

2024

Can docstring reformulation with an LLM improve code generation?

Dainese, N., Ilin, A. & Marttinen, P., 2024, EACL 2024 - 18th Conference of the European Chapter of the Association for Computational Linguistics, Proceedings of the Student Research Workshop. Falk, N., Papi, S. & Zhang, M. (eds.). Association for Computational Linguistics, p. 296-312 17 p.

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

Open Access

Continuous Monte Carlo Graph Search

Kujanpää, K., Kannala, J., Babadi, A., Ilin, A., Zhao, Y. & Pajarinen, J., 2024, AAMAS '24: Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems. ACM, p. 1047-1056 10 p.

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Effects of resonances and surface texturing on light emission in emerging thin-film devices

Kivisaari, P., Partanen, M. & Oksanen, J., 11 Mar 2024, Physics and Simulation of Optoelectronic Devices XXXII. Witzigmann, B., Osinski, M. & Arakawa, Y. (eds.). SPIE, p. 1-16 16 p. 128800N. (Proceedings of SPIE; vol. 12880).

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1 Citation (Scopus)

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Embarrassingly Parallel GFlowNets

da Silva, T., Carvalho, L. M., Souza, A., Kaski, S. & Mesquita, D., 2024, Proceedings of the 41st International Conference on Machine Learning. Salakhutdinov, R., Kolter, Z., Heller, K., Weller, A., Oliver, N., Scarlett, J. & Berkenkamp, F. (eds.). JMLR, p. 45406-45431 (Proceedings of Machine Learning Research; vol. 235).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

Open Access

Estimating treatment effects from single-arm trials via latent-variable modeling

Haussmann, M., Le, T. M. S., Halla-aho, V., Kurki, S., Leinonen, J., Koskinen, M., Kaski, S. & Lähdesmäki, H., 2024, Proceedings of the 27th International Conference on Artificial Intelligence and Statistics . JMLR, Vol. 238. p. 2926-2934 (Proceedings of Machine Learning Research; vol. 238).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

Open Access

Going Beyond Persistent Homology Using Persistent Homology

Immonen, J., Souza, A. & Garg, V., 2024, Advances in Neural Information Processing Systems 36 - 37th Conference on Neural Information Processing Systems, NeurIPS 2023. Curran Associates Inc., 24 p. (Advances in Neural Information Processing Systems; vol. 36).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

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Hybrid Search for Efficient Planning with Completeness Guarantees

Kujanpää, K., Pajarinen, J. & Ilin, A., 2024, Advances in Neural Information Processing Systems 36 - 37th Conference on Neural Information Processing Systems, NeurIPS 2023. Curran Associates Inc., 14 p. (Advances in Neural Information Processing Systems; vol. 36).

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1 Citation (Scopus)

Improving Medical Multi-modal Contrastive Learning with Expert Annotations

Kumar, Y. & Marttinen, P., 2024, (Accepted/In press) The 18th European Conference on Computer Vision (ECCV 2024).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

Input-gradient space particle inference for neural network ensembles

Trinh, T., Heinonen, M., Acerbi, L. & Kaski, S., 2024, The Twelfth International Conference on Learning Representations. International Conference on Learning Representations (ICLR)

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Knowledge-augmented Graph Neural Networks with Concept-aware Attention for Adverse Drug Event Detection

Gao, Y., Ji, S. & Marttinen, P., 25 May 2024, Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024). European language resources distribution agency, p. 9787–9798 (International conference on computational linguistics)(LREC proceedings).

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Lasing in nanoparticle arrays with complex unit cells

Heilmann, R., Arjas, K. & Törmä, P., 2024, Nanophotonics X. Andrews, D. L., Bain, A. J. & Ambrosio, A. (eds.). SPIE, p. 1-7 7 p. 129910H. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 12991).

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Learning Robust Statistics for Simulation-based Inference under Model Misspecification

Huang, D., Bharti, A., Holanda De Souza Junior, A., Acerbi, L. & Kaski, S., 2024, Advances in Neural Information Processing Systems 36 - 37th Conference on Neural Information Processing Systems, NeurIPS 2023. Curran Associates Inc., 22 p. (Advances in Neural Information Processing Systems; vol. 36).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

Open Access

LLMs’ morphological analyses of complex FST-generated Finnish words

Moisio, A., Creutz, M. & Kurimo, M., 2024, CMCL 2024 - 13th Edition of the Workshop on Cognitive Modeling and Computational Linguistics, Proceedings of the Workshop. Kuribayashi, T., Rambelli, G., Takmaz, E., Wicke, P. & Oseki, Y. (eds.). Association for Computational Linguistics, p. 242-254 13 p. (CMCL 2024 - 13th Edition of the Workshop on Cognitive Modeling and Computational Linguistics, Proceedings of the Workshop).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

Open Access

Practical Equivariances via Relational Conditional Neural Processes

Huang, D., Haussmann, M., Remes, U., John, T., Clarté, G., Luck, K. S., Kaski, S. & Acerbi, L., 2024, Advances in Neural Information Processing Systems 36 - 37th Conference on Neural Information Processing Systems, NeurIPS 2023. Curran Associates Inc., 38 p. (Advances in Neural Information Processing Systems; vol. 36).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

Open Access

Variational Gaussian Process Diffusion Processes

Verma, P., Adam, V. & Solin, A., 2024, Proceedings of the 27th International Conference on Artificial Intelligence and Statistics . JMLR, p. 1909-1917 (Proceedings of Machine Learning Research; vol. 238).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

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2023

AbODE: Ab initio antibody design using conjoined ODEs

Verma, Y., Heinonen, M. & Garg, V., Jul 2023, Proceedings of the 40th International Conference on Machine Learning. Krause, A., Brunskill, E., Cho, K., Engelhardt, B., Sabato, S. & Scarlett, J. (eds.). JMLR, p. 35037-35050 14 p. (Proceedings of Machine Learning Research; vol. 202).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

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4 Citations (Scopus)

81 Downloads (Pure)

Advancing Audio Emotion and Intent Recognition with Large Pre-Trained Models and Bayesian Inference

Porjazovski, D., Getman, Y., Grósz, T. & Kurimo, M., 27 Oct 2023, MM '23: Proceedings of the 31st ACM International Conference on Multimedia. ACM, p. 9477-9481 5 p.

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1 Citation (Scopus)

38 Downloads (Pure)

A Hybrid Generator Architecture for Controllable Face Synthesis

Mensah, D., Kim, N. H., Aittala, M., Laine, S. & Lehtinen, J., 23 Jul 2023, Proceedings - SIGGRAPH 2023 Conference Papers. Spencer, S. N. (ed.). ACM, p. 1-10 10 p. 69

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Anchor-Free Action Proposal Network with Uncertainty Estimation

Pehlivan, S. & Laaksonen, J., 2023, Proceedings - 2023 IEEE International Conference on Multimedia and Expo, ICME 2023. IEEE, p. 1853-1858 6 p. (Proceedings - IEEE International Conference on Multimedia and Expo; vol. 2023-July).

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1 Citation (Scopus)

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A pronunciation Scoring System Embedded into Children’s Foreign Language Learning Games with Experimental Verification of Learning Benefits

Karhila, R., Ylinen, S., Smolander, A.-R., Rouhe, A., Al-Ghezi, R., Getman, Y., Grosz, T., Uther, M. & Kurimo, M., 18 Aug 2023, 9th Workshop on Speech and Language Technology in Education (SLaTE). International Speech Communication Association (ISCA), 5 p. (ISCA International Workshop on Speech and Language Technology in Education).

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Attention Neural Network for Downlink Cell-Free Massive MIMO Power Control

Kocharlakota, A. K., Vorobyov, S. A. & Heath, R. W., 7 Mar 2023, 56th Asilomar Conference on Signals, Systems and Computers, ACSSC 2022. Matthews, M. B. (ed.). IEEE, p. 738-743 6 p. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2022-October).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

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1 Citation (Scopus)

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Automated Assessment of Task Completion in Spontaneous Speech for Finnish and Finland Swedish Language Learners

Voskoboinik, E., Getman, Y., Al-Ghezi, R., Kurimo, M. & Grosz, T., 16 May 2023, Proceedings of the 12th Workshop on Natural Languages Processing for Computer Assisted Language Learning. Linköpings universitet, p. 102-110 9 p. (Linköping Electronic Conference Proceedings; no. 197)(NEALT Proceedings Series; no. 53).

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Automatic Rating of Spontaneous Speech for Low-Resource Languages

Al-Ghezi, R., Getman, Y., Voskoboinik, E., Singh, M. & Kurimo, M., 2023, 2022 IEEE Spoken Language Technology Workshop, SLT 2022 - Proceedings. IEEE, p. 339-345 7 p. (2022 IEEE Spoken Language Technology Workshop, SLT 2022 - Proceedings).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

2 Citations (Scopus)

CaptainA - A mobile app for practising Finnish pronunciation

Phan, N., Grósz, T. & Kurimo, M., May 2023, Proceedings of the 24th Nordic Conference on Computational Linguistics (NoDaLiDa). University of Tartu Library, p. 265-270 6 p. (NEALT Proceedings Series; no. 52).

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Channel Charting with Angle-Delay-Power-Profile Features and Earth-Mover Distance

Al-Tous, H., Kazemi, P., Studer, C. & Tirkkonen, O., 7 Mar 2023, 56th Asilomar Conference on Signals, Systems and Computers, ACSSC 2022. Matthews, M. B. (ed.). IEEE, p. 1195-1201 7 p. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2022-October).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

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4 Citations (Scopus)

132 Downloads (Pure)

Co-Imitation: Learning Design and Behaviour by Imitation

Rajani, C., Blanco Mulero, D., Arndt, K., Luck, K. & Kyrki, V., 27 Jun 2023, AAAI-23 Technical Tracks 5. Williams, B., Chen, Y. & Neville, J. (eds.). AAAI Press, p. 6200-6208 9 p. (Proceedings of the AAAI Conference on Artificial Intelligence).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

Open Access

Contextualized Graph Embeddings for Adverse Drug Event Detection

Gao, Y., Ji, S., Zhang, T., Tiwari, P. & Marttinen, P., 17 Mar 2023, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2022, Proceedings: European Conference, ECML PKDD 2022, Grenoble, France, September 19–23, 2022, Proceedings, Part II. Amini, M.-R., Canu, S., Fischer, A., Guns, T., Kralj Novak, P. & Tsoumakas, G. (eds.). Springer, p. 605–620 16 p. (Lecture notes in computer science; vol. 13714).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

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2 Citations (Scopus)

142 Downloads (Pure)

Cooperative Bayesian Optimization for Imperfect Agents

Khoshvishkaie, A., Mikkola, P., Murena, P. A. & Kaski, S., Sept 2023, Machine Learning and Knowledge Discovery in Databases : Research Track - European Conference, ECML PKDD 2023, Proceedings. Koutra, D., Plant, C., Gomez Rodriguez, M., Baralis, E. & Bonchi, F. (eds.). Springer, p. 475-490 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14169 LNAI).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

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1 Citation (Scopus)

Covariance Difference of Arrival based Fingerprinting Localization

Li, X., Al-Tous, H., Hajri, S. E. & Tirkkonen, O., 2023, 2023 IEEE 97th Vehicular Technology Conference, VTC 2023-Spring - Proceedings. IEEE, 6 p. (IEEE Vehicular Technology Conference; vol. 2023-June).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

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Differentiable user models

Hämäläinen, A., Celikok, M. M. & Kaski, S., Aug 2023, Proceedings of the 39th Conference on Uncertainty in Artificial Intelligence (UAI 2023). JMLR, Vol. 216. p. 798-808 (Proceedings of Machine Learning Research ; vol. 216).

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Discovering Relevant Sub-spaces of BERT, Wav2Vec 2.0, ELECTRA and ViT Embeddings for Humor and Mimicked Emotion Recognition with Integrated Gradients

Grósz, T., Virkkunen, A., Porjazovski, D. & Kurimo, M., 2 Nov 2023, MuSe '23: Proceedings of the 4th on Multimodal Sentiment Analysis Challenge and Workshop: Mimicked Emotions, Humour and Personalisation. ACM, p. 27-34 8 p.

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

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2 Citations (Scopus)

48 Downloads (Pure)

Electromagnetic and Thermal Analysis of Coaxial Cable Connection Embedded in an Intelligent Wall

Veggi, L., Vähä-Savo, L., Haneda, K., Vitucci, E. M. & Degli-Esposti, V., 2023, 17th European Conference on Antennas and Propagation, EuCAP 2023. EurAAP, 5 p.

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2 Citations (Scopus)

70 Downloads (Pure)

Evaluating Distance Measures for Program Repair

Koutcheme, C., Sarsa, S., Leinonen, J., Haaranen, L. & Hellas, A., 10 Sept 2023, ICER '23: Proceedings of the 2023 ACM Conference on International Computing Education Research - Volume 1. ACM, p. 495–507

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Expansion of Visual Hints for Improved Generalization in Stereo Matching

Pilzer, A., Hou, Y., Loppi, N., Solin, A. & Kannala, J., 2023, Proceedings - 2023 IEEE Winter Conference on Applications of Computer Vision, WACV 2023. IEEE, p. 5829-5838 10 p. (IEEE Winter Conference on Applications of Computer Vision).

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3 Citations (Scopus)

FLARE: Fingerprinting Deep Reinforcement Learning Agents using Universal Adversarial Masks

Tekgul, B. G. A. & Asokan, N., 4 Dec 2023, Proceedings - 39th Annual Computer Security Applications Conference, ACSAC 2023. ACM, p. 492-505 14 p.

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

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Generalised Few-shot Learning for Rotor System Diagnosis

Hämäläinen, A., Karhinen, A., Miettinen, J. & Viitala, R., 20 Jul 2023, Proceedings of SIRM 2023 - The 15th European Conference on Rotordynamics. Rinderknecht, S., Schüßler, B. & Schwarz, S. (eds.). Technische Universität Darmstadt, p. 313-322 10 p.

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Guiding Local Feature Matching with Surface Curvature

Wang, S., Kannala, J., Barath, D. & Pollefeys, M., 2023, 2023 IEEE/CVF International Conference on Computer Vision (ICCV). IEEE, p. 17981-17991 10 p. (IEEE International Conference on Computer Vision).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

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Hierarchical Imitation Learning with Vector Quantized Models

Kujanpää, K., Pajarinen, J. & Ilin, A., Jul 2023, Proceedings of the 40th International Conference on Machine Learning. Krause, A., Brunskill, E., Cho, K., Engelhardt, B., Sabato, S. & Scarlett, J. (eds.). JMLR, p. 17896-17919 24 p. (Proceedings of Machine Learning Research; vol. 202).

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1 Citation (Scopus)

57 Downloads (Pure)

Imitation-guided Multimodal Policy Generation from Behaviourally Diverse Demonstrations

Zhu, S., Kaushik, R., Kaski, S. & Kyrki, V., 2023, 2023 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). IEEE, p. 1675-1682 8 p. (Proceedings of the IEEE/RSJ international conference on intelligent robots and systems).

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Improved Training of Physics-Informed Neural Networks with Model Ensembles

Haitsiukevich, K. & Ilin, A., 2023, IJCNN 2023 - International Joint Conference on Neural Networks, Proceedings. IEEE, (Proceedings of International Joint Conference on Neural Networks).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

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3 Citations (Scopus)

Improved utilization of frequency-domain data for optical tomographic imaging of the human brain

Hirvi, P., Nissilä, I., Maria, A., Fang, Q., Kotilahti, K., Heiskala, J., Tuulari, J. J., Karlsson, L., Hannukainen, A., Karlsson, H. & Hyvönen, N., 2023, Optical Tomography and Spectroscopy of Tissue XV. Fantini, S. & Taroni, P. (eds.). SPIE, p. 1-12 12 p. 123760A. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 12376).

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Improving Hyperparameter Learning under Approximate Inference in Gaussian Process Models

Li, R., John, S. & Solin, A., Jul 2023, Proceedings of the 40th International Conference on Machine Learning. Krause, A., Brunskill, E., Cho, K., Engelhardt, B., Sabato, S. & Scarlett, J. (eds.). JMLR, p. 19595-19615 21 p. (Proceedings of Machine Learning Research; vol. 202).

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Interactive Personalization of Classifiers for Explainability using Multi-Objective Bayesian Optimization

Chandramouli, S., Zhu, Y. & Oulasvirta, A., 18 Jun 2023, UMAP 2023 - Proceedings of the 31st ACM Conference on User Modeling, Adaptation and Personalization. ACM, p. 34-45 12 p.

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Interpretable Latent Space Using Space-Filling Curves for Phonetic Analysis in Voice Conversion

Vali, M. & Bäckström, T., 2023, Proceedings of Interspeech Conference. International Speech Communication Association (ISCA), Vol. 2023-August. p. 306-310 5 p. (Interspeech).

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Investigating wav2vec2 context representations and the effects of fine-tuning, a case-study of a Finnish model

Grosz, T., Getman, Y., Al-Ghezi, R., Rouhe, A. & Kurimo, M., 20 Aug 2023, Proceedings of Interspeech 2023. International Speech Communication Association (ISCA), p. 196-200 5 p. (Interspeech).

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Learning by Hallucinating: Vision-Language Pre-training with Weak Supervision

Wang, T.-J. J., Laaksonen, J., Langer, T., Arponen, H. & Bishop, T., 6 Feb 2023, Proceedings - 2023 IEEE Winter Conference on Applications of Computer Vision, WACV 2023. IEEE, p. 1073-1083 11 p. (IEEE Winter Conference on Applications of Computer Vision).

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3 Citations (Scopus)

36 Downloads (Pure)

Learning to Predict Head Pose in Remotely-Rendered Virtual Reality

Illahi, G. K., Vaishnav, A., Kämäräinen, T., Siekkinen, M. & Di Francesco, M., 7 Jun 2023, MMSys 2023 - Proceedings of the 14th ACM Multimedia Systems Conference. ACM, p. 27-38 12 p.

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1 Citation (Scopus)

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Low-complexity Real-time Neural Network for Blind Bandwidth Extension of Wideband Speech

Gómez Mellado, E., Vali, M. & Bäckström, T., 4 Sept 2023, 31st European Signal Processing Conference, EUSIPCO 2023 - Proceedings. European Association For Signal and Imag Processing, p. 31-35 5 p. (European Signal Processing Conference).

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Memory-Based Dual Gaussian Processes for Sequential Learning

Chang, P. E., Verma, P., John, S. T., Solin, A. & Emtiyaz Khan, M., Jul 2023, Proceedings of the 40th International Conference on Machine Learning. Krause, A., Brunskill, E., Cho, K., Engelhardt, B., Sabato, S. & Scarlett, J. (eds.). JMLR, p. 4035-4054 20 p. (Proceedings of Machine Learning Research; vol. 202).

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Minority Stress Experienced by LGBTQ Online Communities during the COVID-19 Pandemic

Yuan, Y., Verma, G., Keller, B. & Aledavood, T., 2 Jun 2023, Proceedings of the Seventeenth International AAAI Conference on Web and Social Media. AAAI Press, p. 936-947 (Proceedings of the International AAAI Conference on Web and Social Media; vol. 17).

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