数理・データサイエンスセンターでは、「神戸大学CMDS論文セミナー」を開催し、データサイエンスやAI関係の先端的な論文紹介を行います。
みなさま奮ってご参加ください。前期の論文セミナーは電気電子工学専攻知的学習論研究室の学生が論文紹介を行います。
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※2023/5/8 更新：都合により、一部発表担当者を交代しました。
| No. | 日程 | 論文情報 | 発表者・学年 |
|---|---|---|---|
| 1 | 2023/05/08(月) | J. Runge, P. Nowack, M. Kretschmer, S. Flaxman, and D. Sejdinovic "Detecting and quantifying causal associations in large nonlinear time series datasets" Science Advances, vol. 5, no. 11, eaau4996 (2019) |
滝川 優太・M1 |
| 2 | 2023/05/11(木) | C. Saharia, J. Ho, W. Chan, T. Salimans, D. J. Fleet, and M. Norouzi "Image Super-Resolution via Iterative Refinement" IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 45, no. 4, pp. 4713–4726 (2023) |
香川 龍吾・M1 |
| 3 | 2023/05/15(月) | H. Ren, T. Huang, and H. Yan "Adversarial examples: attacks and defenses in the physical world" International Journal of Machine Learning and Cybernetics, vol. 12, pp. 3325–3336 (2021) |
小堀 颯大・M1 |
| 4 | 2023/05/18(木) | J. Xu, H. Wu, J. Wang, and M. Long "Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy" International Conference on Learning Representations (2022) |
浦川 遥輝・M1 |
| 5 | 2023/05/22(月) | H. Du, S. Du, and W. Li "Probabilistic time series forecasting with deep non-linear state space models" CAAI Transactions on Intelligence Technology, vol. 8, no. 1, pp. 3–13 (2023) |
萩本 康心・M1 |
| 6 | 2023/05/25(木) | S.-H. Gao, M.-M. Cheng, K. Zhao, X.-Y. Zhang, M.-H. Yang, and P. Torr "Res2Net: A New Multi-Scale Backbone Architecture" IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 43, no. 2, pp. 652–662 (2021) |
鍛冶 佳祐・M1 |
| 7 | 2023/05/29(月) | Z. Zhang, M. Fang, L. Chen, and M. R. Namazi Rad "Is Neural Topic Modelling Better than Clustering? An Empirical Study on Clustering with Contextual Embeddings for Topics" Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, pp. 3886–3893 (2022) |
小杉 樹来・M1 |
| 8 | 2023/06/01(木) | X. Han, Z. Jiang, N. Liu, and X. Hu "G-Mixup: Graph Data Augmentation for Graph Classification" Proceedings of the 39th International Conference on Machine Learning, PMLR, vol. 162, pp. 8230–8248 (2022) |
中野 博三・M2 |
| 9 | 2023/06/05(月) | Z. Dai, H. Liu, Q. V. Le, and M. Tan "CoAtNet: Marrying Convolution and Attention for All Data Sizes" Advances in Neural Information Processing Systems, vol. 34, pp. 3965–3977 (2021) |
三宅 健太・M2 |
| 10 | 2023/06/08(木) | J. Kim, J. Kong, and J. Son "Conditional Variational Autoencoder with Adversarial Learning for End-to-End Text-to-Speech" Proceedings of the 38th International Conference on Machine Learning, PMLR, vol. 139, pp. 5530–5540 (2021) |
南地 海音・M2 |
| 11 | 2023/06/12(月) | Y. Zhang and J. Yan "Crossformer: Transformer Utilizing Cross-Dimension Dependency for Multivariate Time Series Forecasting" International Conference on Learning Representations (2023) |
福本 大歩・M1 |
| 12 | 2023/06/15(木) | D. S. Ong, C. S. Chan, K. W. Ng, L. Fan, and Q. Yang "Protecting Intellectual Property of Generative Adversarial Networks from Ambiguity Attacks" Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 3629–3638 (2021) |
辻田 章貴・M1 |
| 13 | 2023/06/19(月) | K. Rantanen, A. Hyttinen, and M. Järvisalo "Discovering causal graphs with cycles and latent confounders: An exact branch-and-bound approach" International Journal of Approximate Reasoning, vol. 117, pp. 29–49 (2020) |
村中 大輔・M1 |
| 14 | 2023/06/22(木) | R. Aljundi, M. Lin, B. Goujaud, and Y. Bengio "Gradient based sample selection for online continual learning" Advances in Neural Information Processing Systems, vol. 32 (2019) |
北野 優斗・M1 |
| 15 | 2023/06/26(月) | L. S. Bastos, J. F. Marchesi, S. Hamacher, and J. L. Fleck "A mixed integer programming approach to the patient admission scheduling problem" European Journal of Operational Research, vol. 273, no. 3, pp. 831–840 (2019) |
竹内 奏・M2 |
| 16 | 2023/06/29(木) | Q. Zhang, M. Chen, A. Bukharin, P. He, Y. Cheng, W. Chen, and T. Zhao "Adaptive Budget Allocation for Parameter-Efficient Fine-Tuning" International Conference on Learning Representations (2023) |
高須 悠一朗・M2 |
| 17 | 2023/07/03(月) | N. Salahian, F. A. Tab, S. A. Seyedi, and J. Chavoshinejad "Deep Autoencoder-like NMF with Contrastive Regularization and Feature Relationship Preservation" Expert Systems with Applications vol. 214, p. 119051 (2023) |
渡邊 斗夢・M2 |
| 18 | 2023/07/06(木) | T. Schick, J. Dwivedi-Yu, R. Dessì, R. Raileanu, M. Lomeli, L. Zettlemoyer, N. Cancedda, and T. Scialom "Toolformer: Language Models Can Teach Themselves to Use Tools" arXiv:2302.04761 (2023) |
中野 瑠人・M2 |
| 19 | 2023/07/10(月) | S. Harada, H. Akita, M. Tsubaki, Y. Baba, I. Takigawa, Y. Yamanishi, and H. Kashima "Dual Graph Convolutional Neural Network for Predicting Chemical Networks" BMC Bioinformatics, vol. 21, p. 94 (2020) |
相部 剛司・M2 |
| 20 | 2023/07/13(木) | Z. Zhao, Y. Jin, and P. Heng "TraSeTR: Track-to-Segment Transformer with Contrastive Query for Instance-level Instrument Segmentation in Robotic Surgery" 2022 International Conference on Robotics and Automation, pp. 11186–11193 (2022) |
三谷 祐貴・M2 |
| 21 | 2023/07/18(火) | Y. Song, P. Dhariwal, M. Chen, and I. Sutskever "Consistency Models" Proceedings of the 40th International Conference on Machine Learning, PMLR, vol. 202, pp. 32211–32252 (2023), arXiv:2303.01469 |
近江 勇斗・M2 |
| 22 | 2023/07/20(木) | X. dai, M. Li, P. Zhai, S. Tong, X. Gao, S.-L. Huang, Z. Zhu, C. You, and Y. Ma "Revisiting Sparse Convolutional Model for Visual Recognition" Advances in Neural Information Processing Systems, vol. 35, pp. 10492–10504 (2022) |
野手 勇哉・M2 |
| 23 | 2023/07/24(月) | D. Chen, L. O'Bray, and K. Borgwardt "Structure-Aware Transformer for Graph Representation Learning" Proceedings of the 39th International Conference on Machine Learning, PMLR, vol. 162, pp. 3469–3489 (2022) |
藤原 魁成・M2 |
| 24 | 2023/07/27(木) | H. Zhang, F. Li, S. Liu, L. Zhang, H. Su, J. Zhu, L. Ni, and H.-Y. Shum "DINO: DETR with Improved DeNoising Anchor Boxes for End-to-End Object Detection" International Conference on Learning Representations (2023), arXiv:2203.03605 |
服部 達也・M2 |
| 25 | 2023/07/31(月) | M. A. Abdullah, Y. Yu, K. Adu, Y. Imrana, X. Wang, and J. Cai "HCL-Classifier: CNN and LSTM based hybrid malware classifier for Internet of Things (IoT)" Future Generation Computer Systems, vol. 142, pp. 41–58 (2023) |
宮武 和咲・M2 |
| 26 | 2023/08/03(木) | C. Yildiz, M. Kandemir, and B. Rakitsch "Learning interacting dynamical systems with latent Gaussian process ODEs" Advances in Neural Information Processing Systems, vol. 35, pp. 9188–9200 (2022) |
東海林 翼・M2 |
| 27 | 2023/08/07(月) | G. Wang, Y. Zhao, C. Tang, C. Luo, and W. Zeng "When shift operation meets vision transformer: An extremely simple alternative to attention mechanism" Proceedings of the AAAI Conference on Artificial Intelligence, vol. 36, pp. 2423–2430 (2022) |
龔 承乾・M2 |
| 28 | 2023/08/10(木) | S. Wang, X. Wang, K. Sun, S. Jajodia, H. Wang, and Q. Li "GraphSPD: Graph-Based Security Patch Detection with Enriched Code Semantics" 44th IEEE Symposium on Security and Privacy, pp. 604–621 (2023) |
Muhammad Fakhrur Rozi・D |
