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🚨 Excited to announce our #NeurIPS2025 Workshop: Data on the Brain & Mind 📣 Call for: Findings (4- or 8-page) + Tutorials tracks 🎙️ Speakers include @FieteGroup @dyamins @CPehlevan @RajeshPNRao @GwilliamsL 🌐 Learn more: data-brain-mind.github.io
now that neurips 2024 is over, I can confidently say that this was by far the most unhinged poster I saw (and also my favorite).
now that neurips 2024 is over, I can confidently say that this was by far the most unhinged poster I saw (and also my favorite).
Come checkout our poster at #NeurIPS2024 😀 We are presenting a new approach for pretraining neurofoundation models that can learn interactions between brain areas.
the latest and greatest installment on our mission to generate really good counterfeit neural recordings... now with latents! (which makes it both AI4Neuro and neuroAI)
the latest and greatest installment on our mission to generate really good counterfeit neural recordings... now with latents! (which makes it both AI4Neuro and neuroAI)
Julius Vetter (on Bluesky) and I are excited to present our work at #Neurips2024! We present Sourcerer: a maximum-entropy, sample-based solution to source distribution estimation. Paper: openreview.net/forum?id=0cgDD… Code: github.com/mackelab/sourc… (1/8)
Thrilled to announce we have three #NeurIPS2024 papers! Interested in simulating realistic neural data with diffusion models or recurrent neural networks, or in source distribution sorcery? Have a look 👇 1/4
The sbi package is growing into a community project 🌎 To reflect this and the algorithms, neural nets, and diagnostics that have been added since its initial release, we have written a new software paper. Reach out if you want to get involved: arxiv.org/abs/2411.17337
tonight the fate of the universe on the line, the Martians have the death beam pointed at earth...

Kording Lab 🦖 @KordingLab
45K Followers 3K Following Konrad kording, @Penn Prof, deep learning, brains, #causality, rigor, https://t.co/tTJW05RRfa, https://t.co/qf7ZHxjaK1, Transdisciplinary optimist, Dad, Loves outdoors, 🦖
Earl K. Miller @MillerLabMIT
41K Followers 2K Following Picower Professor of Neuroscience at MIT https://t.co/UoEeD2FzEY Co-founder, Neuroblox https://t.co/o6wosMSGen
Patrick Mineault @patrickmineault
22K Followers 3K Following NeuroAI researcher @ Amaranth Foundation, safety, open science. Previously engineer @ Google, Meta, Mila. https://t.co/OndBNKVudN
Kanaka Rajan @KanakaRajanPhD
13K Followers 2K Following Associate Professor at Harvard & Kempner Institute. Applying computational frameworks & ML to decode multi-scale neural processes. Marathoner. Rescue dog mom.
Tom Donoghue @Tomdonoghue
3K Followers 1K Following Cognitive & Computational Neuro Scientist (postdoc) studying periodic & aperiodic activity & building Python tools for neural data analysis. 🏳️🌈🇨🇦. he/him.
Dan Levenstein @dlevenstein
4K Followers 1K Following Neuroscientist, in theory. Studying navigation and sleep in 🧠s and 💻s. Incoming Assistant Professor at Yale Neuroscience, Wu Tsai Institute.
Tim Kietzmann @TimKietzmann
11K Followers 2K Following ML meets Neuroscience #NeuroAI, Full Professor at the Institute of Cognitive Science (@UniOsnabrueck), prev. @DondersInst, @Cambridge_Uni #neuroconnectionism
Micah G. Allen @micahgallen
23K Followers 4K Following Prof. of Computational Neuroscience @AUclinical, PI @visceral_mind - research on interoception, metacognition, & brain-body interaction.
Adam J Calhoun @neuroecology
18K Followers 966 Following I can't imagine smells. Neuro, ecology, behavior, punctuation art. Now: @Meta @RealityLabs, ML for neural interfaces. Prev: @Princeton @SalkInstitute @Intel
Adrien Peyrache 🪐�... @apeyrache
4K Followers 798 Following Space, Sleep, and Spikes. Associate Prof @McGillU @TheNeuro_MNI. Co-director @ReseauSommeilQC.
dr. ashley juavinett @analog_ashley
9K Followers 4K Following Neuroscientist, educator, writer, co-director of @STARTneuro, @PrincetonUPress author, and teaching professor at @UCSanDiego
Rui Ponte Costa @somnirons
3K Followers 1K Following Computational neuroscientist bringing machine and neural learning closer together @OxNeuro @OxfordDPAG | #firstgen | @ERC_Research Grantee 🇵🇹🇪🇺🇬🇧🌳
Andrew Pruszynski @andpru
11K Followers 3K Following Associate Professor, @westernuPandP. Co-Director, https://t.co/f66WHJ2pgV. Co-Director, @wusmsl. Associate Director, @westernuWIN. Comments my own.
David Sussillo @SussilloDavid
13K Followers 840 Following Neural reverse engineer. Research scientist at Meta Reality Labs. Adjunct prof at Stanford. Prev: Google Brain, Stanford postdoc. Milton Hershey Alum.
Chethan Pandarinath @chethan
5K Followers 2K Following 🧠-sci / 🧠-eng. Assoc. Professor @EmoryUniversity & @GeorgiaTech @CoulterBME. Research Scientist @Meta Reality Labs. Husband & father x3. He/him.
Blake Richards @tyrell_turing
15K Followers 2K Following Researcher at @mcgillu combining AI and neuroscience. Also on Bluesky (@tyrellturing.bsky.social) and Mastodon: @[email protected].
Luke Sjulson @lukesjulson
7K Followers 6K Following MD/PhD neuroscientist/psychiatrist. Decision-making, addiction, multi-region in vivo ephys/imaging, developing novel optical methods for spatial transcriptomics
Colin Hoy @colinwhoy
900 Followers 1K Following Motivation in Parkinson's disease via DBS and RL @UCSF w/ @littleneuro + #neuroethics w/ @WinstonChiong | neuro PhD @UCBerkeley | he/him @colinwhoy.bsky.social
Jonathan A. Michaels @JonAMichaels
5K Followers 2K Following How do we move? I study brains and machines at York University (Assistant Professor). Full-time human.
TANUSHREE LOGUKAVI @TLogukavi
0 Followers 3 Following
Neixee @Neixee268465
10 Followers 156 Following
Jinwoo Lee @aesciemo
266 Followers 958 Following PhD student in @UCSDPsychology | studying idiosyncrasies of human emotion and their convergence in social interactions #firstgen
Andrea Luppi @loopyluppi
2K Followers 229 Following Neuroscientist, Wellcome Early Career Fellow @UniofOxford + @TheNeuro_MNI and Fellow of @stjohnscam - exploring connectomes, complexity and consciousness
Irene Lenzi @IreneLenzi1
85 Followers 275 Following PhD Student at RWTH, Aachen. Working on projection pathways role in decision making (https://t.co/IKGRZGbUna).
Zaki Alaoui @Zaki_Alaoui1
33 Followers 324 Following Prospective PhD | Postbacc Scholar in the Baccus Lab at Stanford | Interested in Computational Neuroscience and Mechanistic Interpretability
Alexandre Adam @AlexandreAdam42
31 Followers 213 Following PhD Student, Physics, Université de Montréal
Jaskeerat Gujral @JaskeeratGujral
44 Followers 348 Following Undegraduate Student at the University of Pennsylvania passionate about neurosurgery, neuroscience, movement disorders, and medicine
Daniela Valenzuela-Be... @Daniela57815442
0 Followers 36 Following
Pietro Verzelli @FascinoMaligno
219 Followers 493 Following Computational Neuroscientist | Postdoc @UKBBonn | Ex IDSIA @USI_INF | I mainly deal with the pointless aspects of important things
Siddhesh Salfale @Siddhesh634
0 Followers 8 Following
priya @dharshiini_
31 Followers 326 Following
Mengsen Zhang @Mengsen
1K Followers 979 Following complex systems scientist, neuroscientist, & barstool philosopher. Assistant Professor @MultiscaleComp @CMSE_at_MSU @michiganstateu https://t.co/VjqXF9vCZ9
Miles Keating @MilesKeating
28 Followers 357 Following
YeddaBloomer @835Pku1o1bX3T4
10 Followers 712 Following
Raees @hippocampaass
3 Followers 63 Following Occasionally tweets on Neuroscience, Football & Cinema
Federico Marini 🦋@... @FedeBioinfo
968 Followers 930 Following Head of the Bioinformatics Group @ IMBEI@UnimedizinMainz, 🇮🇹 in 🇩🇪, loves 💻🧬🩸☀️🍹🌲🏖️ He/him, 🦋 https://t.co/4OCgAsuPqI
Maximilian Hoffmann @hffmnn_m
13 Followers 190 Following
Theo Brigge @theobrigge
81 Followers 1K Following Manager Academic Affairs, @hs_macromedia, @m4personalmed, Trends in #Healthcare Management, #DigitalHealth, #PersonalisierteMedizin, #Genomics
PGS17 @PRIYANSHU_MCFC
621 Followers 2K Following man City MANCITY PROP #DubNation chef nation Australian cricket @tudelft
Steven C. Ryu @StevenCRyu
262 Followers 771 Following MD/PhD Candidate @WUSTLmstp | Metacognition, corticostriatal circuits and psychiatry @KepecsLab | ‘16 alum @AmherstCollege
Culuiw @Culuiw6022128
34 Followers 2K Following
Eduardo Fernandes Mon... @efernand9
68 Followers 173 Following PhD in mathematical computer science (Université Paris-Saclay & CEA), AI Researcher @ SigmaNova Optimal Transport | Machine Learning
Data On the Brain & M... @DataOnBrainMind
44 Followers 13 Following We connect machine learning researchers with neuroscientists and cognitive scientists via concrete problems grounded in emerging neural & behavioral datasets.
Zihan Zhang @ZihanZhang0116
117 Followers 896 Following PhD @UW, Visiting Scientist @AllenInstitute.
Kayla @Yweecaf9131
4 Followers 422 Following The four most dangerous words in investing are: This time it's different. - Sir John Templeton https://t.co/j5EEgB1A6U
Luis Camargo @luis_cam7
1 Followers 84 Following
Charline Tessereau @Charline_Tess
321 Followers 710 Following working on computational neuroscience, interested in decision-making, uncertainty, adaptation, cognitive control... currently postdoc @MPICybernetics
Alexander Rubinstein @a_rubique
68 Followers 145 Following PhD Student @ IMPRS-IS + University of Tübingen
Jonathan Wenger @JonathanWenger5
244 Followers 476 Following Postdoc @Columbia. PhD @uni_tue with @PhilippHennig5. I enjoy cycling.
Eric Wang @ericwan53761434
207 Followers 1K Following Cognitive Neuroscientist🧠, I work on too many topics that it’s hard to say my interest. I wish to live in a small town where it snows, but somehow I can't.
Douglas Feitosa Tomé @douglasftome
47 Followers 97 Following
EY - EYE @EyEyeArt
2 Followers 449 Following
Sujin Park @suzaaanii
20 Followers 231 Following Cognitive Science PhD student @UCSanDiego | previously Sungkyunkwan University | Developmental Cognitive Neuroscience 🧠
Giacomo Barzon @jack_bjo
110 Followers 254 Following PhD Student @PNC_unipd @LIPh_lab @ComuneLab | Computational Neuroscience | Complex Systems | Network theory
Itay Rosenbach @itay_ros
27 Followers 3K Following
Eli Sennesh @ESennesh
2K Followers 3K Following BFF to Linden; dog dad to Amber+Jazz. Bonds-dog communist, value-function abolitionist, Golden Path spicepoaster. Don't blame me: I voted Socialist Worker!
Lewis Senior @LewisSenior9
9 Followers 63 Following I want to be with you, but also to think about it.
NerfWorm @NerfW0rm
4 Followers 14 Following
Kording Lab 🦖 @KordingLab
45K Followers 3K Following Konrad kording, @Penn Prof, deep learning, brains, #causality, rigor, https://t.co/tTJW05RRfa, https://t.co/qf7ZHxjaK1, Transdisciplinary optimist, Dad, Loves outdoors, 🦖
Luiz Pessoa @PessoaBrain
45K Followers 1K Following Neuroscientist interested in cognitive-emotional brain Author of The Entangled Brain (MIT Press); The Cogitive-Emotional Brain Neuroscience & Philosophy Salon
Earl K. Miller @MillerLabMIT
41K Followers 2K Following Picower Professor of Neuroscience at MIT https://t.co/UoEeD2FzEY Co-founder, Neuroblox https://t.co/o6wosMSGen
Patrick Mineault @patrickmineault
22K Followers 3K Following NeuroAI researcher @ Amaranth Foundation, safety, open science. Previously engineer @ Google, Meta, Mila. https://t.co/OndBNKVudN
Kanaka Rajan @KanakaRajanPhD
13K Followers 2K Following Associate Professor at Harvard & Kempner Institute. Applying computational frameworks & ML to decode multi-scale neural processes. Marathoner. Rescue dog mom.
Tom Donoghue @Tomdonoghue
3K Followers 1K Following Cognitive & Computational Neuro Scientist (postdoc) studying periodic & aperiodic activity & building Python tools for neural data analysis. 🏳️🌈🇨🇦. he/him.
Michael Breakspear @DrBreaky
14K Followers 3K Following Neuroscientist, Psychiatrist, Physicist. he/him @drbreaky.bsky.social
Dan Levenstein @dlevenstein
4K Followers 1K Following Neuroscientist, in theory. Studying navigation and sleep in 🧠s and 💻s. Incoming Assistant Professor at Yale Neuroscience, Wu Tsai Institute.
Kay M Tye PhD @kaymtye
34K Followers 878 Following Mom. Neuroscientist. She/Her. BLM. https://t.co/sN3wqA9sHH https://t.co/GgqdGIyJwi
Tony Zador @TonyZador
12K Followers 2K Following Neuroscientist at CSHL. Interests: neuroAI, molecular connectomics, & cortical circuits underlying decisions. Co-founder of Cosyne and NAISys meetings.
Tim Kietzmann @TimKietzmann
11K Followers 2K Following ML meets Neuroscience #NeuroAI, Full Professor at the Institute of Cognitive Science (@UniOsnabrueck), prev. @DondersInst, @Cambridge_Uni #neuroconnectionism
Micah G. Allen @micahgallen
23K Followers 4K Following Prof. of Computational Neuroscience @AUclinical, PI @visceral_mind - research on interoception, metacognition, & brain-body interaction.
Adam J Calhoun @neuroecology
18K Followers 966 Following I can't imagine smells. Neuro, ecology, behavior, punctuation art. Now: @Meta @RealityLabs, ML for neural interfaces. Prev: @Princeton @SalkInstitute @Intel
Adrien Peyrache 🪐�... @apeyrache
4K Followers 798 Following Space, Sleep, and Spikes. Associate Prof @McGillU @TheNeuro_MNI. Co-director @ReseauSommeilQC.
Nicole C Rust, PhD @NicoleCRust
9K Followers 817 Following Professor @Penn. Mood and memory scientist. Book: Elusive Cures (Spring 2025). https://t.co/Luxotpp5wJ
dr. ashley juavinett @analog_ashley
9K Followers 4K Following Neuroscientist, educator, writer, co-director of @STARTneuro, @PrincetonUPress author, and teaching professor at @UCSanDiego
Mackenzie Weygandt Ma... @TrackingActions
22K Followers 50 Following merging adaptive motor control & machine learning | Prof @EPFL | 🐭@deeplabcut 🦓@cebraAI | @ELLISforEurope Scholar | @Harvard Alum | https://t.co/FakcYoDAC3
Rui Ponte Costa @somnirons
3K Followers 1K Following Computational neuroscientist bringing machine and neural learning closer together @OxNeuro @OxfordDPAG | #firstgen | @ERC_Research Grantee 🇵🇹🇪🇺🇬🇧🌳
Ann Kennedy @Antihebbiann
4K Followers 346 Following Theory of brains and behavior | Associate Prof at The Scripps Research Institute
Jinwoo Lee @aesciemo
266 Followers 958 Following PhD student in @UCSDPsychology | studying idiosyncrasies of human emotion and their convergence in social interactions #firstgen
Irene Lenzi @IreneLenzi1
85 Followers 275 Following PhD Student at RWTH, Aachen. Working on projection pathways role in decision making (https://t.co/IKGRZGbUna).
Andrea Luppi @loopyluppi
2K Followers 229 Following Neuroscientist, Wellcome Early Career Fellow @UniofOxford + @TheNeuro_MNI and Fellow of @stjohnscam - exploring connectomes, complexity and consciousness
Ryan Yan @RyanYAN_98
249 Followers 447 Following @StanfordPsych, previously @OxPsychiatry @rhodes_trust / reward processing and affective psychopathology https://t.co/TYRxuCiWDt
Raees @hippocampaass
3 Followers 63 Following Occasionally tweets on Neuroscience, Football & Cinema
Alex🚲 @im_walkin_here
138 Followers 609 Following I like bikes and pizza Hyperspectral imaging nerd, PhD student in color science/neuroscience or something idk I just wanna look at ur retinas
Pietro Verzelli @FascinoMaligno
219 Followers 493 Following Computational Neuroscientist | Postdoc @UKBBonn | Ex IDSIA @USI_INF | I mainly deal with the pointless aspects of important things
Georgia Channing @cgeorgiaw
4K Followers 229 Following AI4Science @ 🤗, PhD @OxfordTVG — science is a candle in the dark
Federico Marini 🦋@... @FedeBioinfo
968 Followers 930 Following Head of the Bioinformatics Group @ IMBEI@UnimedizinMainz, 🇮🇹 in 🇩🇪, loves 💻🧬🩸☀️🍹🌲🏖️ He/him, 🦋 https://t.co/4OCgAsuPqI
Eduardo Fernandes Mon... @efernand9
68 Followers 173 Following PhD in mathematical computer science (Université Paris-Saclay & CEA), AI Researcher @ SigmaNova Optimal Transport | Machine Learning
Data On the Brain & M... @DataOnBrainMind
44 Followers 13 Following We connect machine learning researchers with neuroscientists and cognitive scientists via concrete problems grounded in emerging neural & behavioral datasets.
Alexander Rubinstein @a_rubique
68 Followers 145 Following PhD Student @ IMPRS-IS + University of Tübingen
Nanda H Krishna @nandahkrishna
492 Followers 2K Following PhD student at @Mila_Quebec & @UMontreal, @MacHomebrew maintainer.
Charline Tessereau @Charline_Tess
321 Followers 710 Following working on computational neuroscience, interested in decision-making, uncertainty, adaptation, cognitive control... currently postdoc @MPICybernetics
Lee Sharkey @leedsharkey
2K Followers 2K Following Scruting matrices @ Goodfire | Previously: cofounded Apollo Research
Jonathan Wenger @JonathanWenger5
244 Followers 476 Following Postdoc @Columbia. PhD @uni_tue with @PhilippHennig5. I enjoy cycling.
Blake Bordelon ☕️... @blake__bordelon
1K Followers 809 Following ML/Neuroscience PhD student at @Harvard
Douglas Feitosa Tomé @douglasftome
47 Followers 97 Following
Maxime Beau, Ph.D. @maxime_beau
516 Followers 769 Following @Princeton postdoc @brody_lab. @UCL alumnus. Into decision-making, cerebellum, #Neuropixels, ML applied to neuro, open-source dev |🇪🇺🇫🇷🇨🇭|🥋🧑🍳 ☕️
Gabriel Mahuas @gabrielmahuas
35 Followers 233 Following Research scientist @ Sigma Nova Prev. PhD in computational neuroscience @InstVisionParis and @ENS_ULM
Jonathan Sebat @sebatlab
5K Followers 3K Following From DNA to the brain. Occasionaly fatherhood, cycling, indie rock. No, Dad will not turn his music down.
Yass @elouayas
26 Followers 129 Following
Marina Dubova @dubova_marina
1K Followers 420 Following incoming asst professor @ucberkeley psych | cognitive scientist studying mechanisms of discovery at @sfiscience | also @mdubova.bsky.social
Arnav Raha @pantamallion
595 Followers 703 Following Neuroscience PhD student @ZuckermanBrain @Columbia | @BerkeleyBioE alum | Studying RL mechanisms for vocal learning in songbirds (+fan of animals🐋🦇🦋)
Antonio Orvieto @orvieto_antonio
2K Followers 1K Following Deep Learning PI @ELLISInst_Tue, Group Leader @MPI_IS. I compute stuff with lots of gradients 🧮, I like Kierkegaard & Lévi-Strauss 🧙♂️
Jonathan Sanching Tsa... @tsay_jonathan
2K Followers 5K Following Assistant Prof @CarnegieMellon | Physical Intelligence Lab | How do humans acquire, adapt, and retain motor skills?
Sheldon Huang @sicong_huang
3K Followers 717 Following Pretrained by evolution, finetuned by experience, prompted by situations. | ML PhD @UofT, sharing ideas on AI, forecasting research and the human condition.
Mark Melnykowycz @melnykowycz
3K Followers 4K Following Artist / DrScience, building Neuro Earbuds at @IDUNtech, neurotech DeSci architecture @Cerebrum_DAO, @foresightinst, @cancerkillsquad, @accubio, @idezo_ch
Deyue Kong @KDeyue
122 Followers 194 Following Bluesky: https://t.co/N00B0Uc2Bu PhD-to-be at IMPRS-NC @fias_science @MPIbrain || computational neuroscientist 🧠🤖dynamics, development, neural coding ||
Kyunghyun Cho @kchonyc
78K Followers 2K Following a combination of a mediocre scientist, a mediocre manager, a mediocre advisor & a mediocre physicist at @nyuniversity (@CILVRatNYU) & @PrescientDesign
Jay Alammar @JayAlammar
46K Followers 1K Following Writer https://t.co/TquuQXlLOJ. O'Reilly Author https://t.co/Fl3uPAZHLg. LLM Builder @Cohere. Visualizing AI one concept at a time.
kipply @kipperrii
9K Followers 969 Following "uncanny ability to be mentioned in every slack thread about code that's mysteriously breaking" - claude | alt @kipperriiii
Arnaud Doucet @ArnaudDoucet1
6K Followers 811 Following Senior Staff Research Scientist @GoogleDeepMind, previously Oxford Stats Prof - interested in Comp Stats, Generative Modeling, Monte Carlo, Optimal Transport
Alfredo Canziani @alfcnz
119K Followers 296 Following Musician, math lover, cook, dancer, 🏳️🌈, and an ass prof of Computer Science at New York University
Ahmad Beirami @abeirami
10K Followers 4K Following sth new // ex Gemini RL+Inference @GoogleDeepMind // Chat AI @Meta // RL Agents @EA // ML+Information Theory @MIT+@Harvard+@GeorgiaTech // زن زندگی آزادی
Chen Sun 🤖🧠🇨... @ChenSun92
2K Followers 399 Following Research Scientist @ Google DeepMind Building memory & open-ended AI ex-neuroscientist ex-IMO team Canada Views are mine alone not GDM's.
Sasha Doubov @sashadoubov
2K Followers 2K Following 🇨🇦 | @googledeepmind | prev @mosaicml | training models + skiing | studied @uoft & @uwaterloo
Xavier Gonzalez @xavierjgonzalez
364 Followers 654 Following PhD candidate studying AI at @Stanford. Advised by @scott_linderman. Parallelizing nonlinear dynamics, including RNNs and MCMC.
Mathurin Massias @mathusmassias
2K Followers 181 Following Researcher @INRIA_lyon, Ockham team. Teacher @Polytechnique and @ENSdeLyon Machine Learning, Python and Optimization
sbi developers @sbi_devs
222 Followers 65 Following Simulation-based inference (SBI) toolkit in PyTorch. Tweeted by @deismic_ and @janfiete
Mitchell Ostrow @neurostrow
1K Followers 483 Following PhD Candidate in Computational Neuroscience + ML at @mitbrainandcog, prev @yaleneuro, @yaledatascience, @meta. NSF GRFP Fellow
Valentin Schmutz @schmutz_val
218 Followers 238 Following Theoretical Neuroscientist | 🔎 Emergent neural population dynamics | Postdoc in Carandini-Harris lab @UCL | PhD from Gerstner lab @EPFL
Erfan Zabeh @ZabehErfan
1K Followers 699 Following PhD student @Columbia University. Supervised by Jackie Gottlieb and Josh Jacobs. Trained to be physicist but ended up studying Brain.
Corinna Schulz @Cor_Et_Cerebrum
571 Followers 1K Following Gut-brain-reward & psychiatry & PET-fMRI 🧠 PhD student @NeuroMADLAB - IMPRS @GTC_Tue, She/her. @corcerebrum.bsky.social
Georgia Koppe @GeorgiaKoppe
280 Followers 200 Following Professor for Scientific Computing @UniHeidelberg Reserach Group Leader @zi_mannheim HITKIP
Shoji Toyota @SToyota_mrcd
37 Followers 114 Following Assistant Professor at Kyushu University / Theory and Methodology of Mathematical Engineering.