Publications

Conference

1. Masumura, T., & Taki, M. (2025). On the Role of Hidden States of Modern Hopfield Network in Transformer. In Advances in Neural Information Processing Systems (NeurIPS), 2025.

2. Yasuki, S., Miyanishi, T., Inoue, N., Kurita, S., Sakamoto, K., Azuma, D., Taki, M., & Matsuo, Y. (2025). GeoProg3D: Compositional Visual Reasoning for City-Scale 3D Language Fields. The IEEE/CVF International Conference on Computer Vision (ICCV) 2025

3. Yasuki, S., & Taki, M. (2024). CAM Back Again: Large Kernel CNNs from a Weakly Supervised Object Localization Perspective. The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2024

4. Tasunami, Y., & Taki, M. (2024). FFT-based Dynamic Token Mixer for Vision. AAAI Conference on Artificial Intelligence, 2024

5. Tatsunami, Y., & Taki, M. (2022). Sequencer: Deep LSTM for Image Classification. In Advances in Neural Information Processing Systems (NeurIPS), 2022.

6. Tatsunami, Y., & Taki, M. (2021). RaftMLP: How much can be done without attention and with less spatial locality?. In Asian Conference on Computer Vision, 2022.

7. Amemiya, T., Taki, M., Kanazawa, T., & Arai, S. (2014, March). Asymmetric Invisibility Cloaking Theory Based on the Concept of Effective Electromagnetic Fields for Photons. In APS March Meeting Abstracts (Vol. 2014, pp. Z50-013).

 Preprint

1. Ota, T, Taki, M.  (2023)  iMixer: hierarchical Hopfield network implies an invertible, implicit and iterative MLP-Mixer. arXiv preprint arXiv:2304.13061.

2. Taki, M. (2017). Deep residual networks and weight initialization. arXiv preprint arXiv:1709.02956.

3. Coman, I., Pomoni, E., Taki, M., & Yagi, F. (2015). Spectral curves of $\mathcal {N}= 1$ theories of class $\mathcal {S} _k$. arXiv preprint arXiv:1512.06079.

4. Taki, M. (2014). On AGT-W conjecture and q-deformed W-algebra. arXiv preprint arXiv:1403.7016.

5. Taki, M. (2014). Seiberg duality, 5d SCFTs and Nekrasov partition functions. arXiv preprint arXiv:1401.7200.

6. Taki, M. (2013). Notes on enhancement of flavor symmetry and 5d superconformal index. arXiv preprint arXiv:1310.7509.

7. Taki, M. (2013). Holomorphic blocks for 3d non-abelian partition functions. arXiv preprint arXiv:1303.5915.

8. Amemiya, T., Nishiyama, D., & Taki, M. (2012). Asymmetric Cloaking Theory Based on Finsler Geometry~ How to design Harry Potter's invisibility cloak with a scientific method~. arXiv preprint arXiv:1211.3040.

9. Taki, M. (2009). M2-branes theories without 3+ 1 dimensional parents via un-higgsing. arXiv preprint arXiv:0910.0370.

10. Taki, M. (2008). Flop invariance of refined topological vertex and link homologies. arXiv preprint arXiv:0805.0336.

Journal article

1. Kasagi, A. ... Taki, M et.al (2025). Binding Energy of 3ΛH and 4ΛH via Image Analyses of Nuclear Emulsions Using Deep-Learning. Progress of Theoretical and Experimental Physics, Volume 2025, Issue 8, August 2025, 083D01

2. He, Y, ... Taki, M (2025). A novel application of machine learning to detect double-  hypernuclear events in nuclear emulsions. Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, 1073, April (2025), 170196

3. Kasagi, A. ... Taki, M et.al (2023). Hypernuclear event detection in the nuclear emulsion with Monte Carlo simulation and machine learning. Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, 1056 (2023) 168663

4. Ekawa, H. ...  Taki, M et.al (2023). Development of machine learning analyses with graph neural network for the WASA-FRS experiment. The European Physical Jpurnal A (2023) 5, 103

5. Saito, T. R., Dou, W., Drozd, V., Ekawa, H., Escrig, S., He, Y., ... & Zhou, X. (2021). New directions in hypernuclear physics. Nature Reviews Physics, 3(12), 803-813.

6. Yoshida, J., Ekawa, H., Kasagi, A., Nakagawa, M., Nakazawa, K., Saito, N., ... & Yoshimoto, M. (2021). CNN-based event classification of alpha-decay events in nuclear emulsion. Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, 989, 164930.

7. Matsui, T., Taki, M., Pham, T. Q., Chikazoe, J., & Jimura, K. (2021). Counterfactual Explanation of Brain Activity Classifiers Using Image-To-Image Transfer by Generative Adversarial Network. Frontiers in neuroinformatics, 15.

8. Hayashi, H., Kim, S. S., Lee, K., Taki, M., & Yagi, F. (2016). More on 5d descriptions of 6d SCFTs. Journal of High Energy Physics, 2016(10), 1-41.

9. Hayashi, H., Kim, S. S., Lee, K., Taki, M., & Yagi, F. (2015). A new 5d description of 6d D-type minimal conformal matter. Journal of High Energy Physics, 2015(8), 1-19.

10. Mitev, V., Pomoni, E., Taki, M., & Yagi, F. (2015). Fiber-base duality and global symmetry enhancement. Journal of high energy physics, 2015(4), 1-54.

11. Kim, S. S., Taki, M., & Yagi, F. (2015). Tao probing the end of the world. Progress of Theoretical and Experimental Physics, 2015(8), 083B02.

12. Amemiya, T., Taki, M., Kanazawa, T., Hiratani, T., & Arai, S. (2015). Optical lattice model toward nonreciprocal invisibility cloaking. IEEE Journal of Quantum Electronics, 51(3), 1-10.

13. Bao, L., Mitev, V., Pomoni, E., Taki, M., & Yagi, F. (2014). Non-Lagrangian theories from brane junctions. Journal of High Energy Physics, 2014(1), 1-65.

14. Kanno, H., Maruyoshi, K., Shiba, S., & Taki, M. (2013). ${{\mathcal {W}} _3} $ irregular states and isolated $\mathcal {N}= 2$ superconformal field theories. Journal of High Energy Physics, 2013(3), 1-51.

15. Kanno, H., & Taki, M. (2012). Generalized Whittaker states for instanton counting with fundamental hypermultiplets. Journal of High Energy Physics, 2012(5), 1-38.

16. Bao, L., Pomoni, E., Taki, M., & Yagi, F. (2012). M5-branes, toric diagrams and gauge theory duality. Journal of High Energy Physics, 2012(4), 1-59.

17. Ito, Y., Okuda, T., & Taki, M. (2012). Line operators on ${S^{{1}}}\times {\mathbb {R}^{{3}}} $ and quantization of the Hitchin moduli space. Journal of High Energy Physics, 2012(4), 1-53.

18. Taki, M. (2011). Surface operator, bubbling Calabi-Yau and AGT relation. Journal of High Energy Physics, 2011(7), 1-33.

19. Taki, M. (2011). On AGT conjecture for pure super Yang-Mills and W-algebra. Journal of High Energy Physics, 2011(5), 1-20.

20. Maruyoshi, K., & Taki, M. (2010). Deformed prepotential, quantum integrable system and Liouville field theory. Nuclear Physics B, 841(3), 388-425.

21. Maruyoshi, K., Taki, M., Terashima, S., & Yagi, F. (2009). New Seiberg dualities from 𝒩= 2 dualities. Journal of High Energy Physics, 2009(09), 086.

22. Taki, M. (2008). Refined topological vertex and instanton counting. Journal of High Energy Physics, 2008(03), 048.

23. Nakayama, Y., Taki, M., Watari, T., & Yanagida, T. T. (2007). Gauge mediation with D-term SUSY breaking. Physics Letters B, 655(1-2), 58-66.