Portrait de Jian Tang

Jian Tang

Membre académique principal
tangjian@mila.quebec
Chaire en IA Canada-CIFAR
Professeur agrégé, HEC Montréal, Département de sciences de la décision
Professeur associé, Université de Montréal, Département d'informatique et de recherche opérationnelle (DIRO)
Fondateur, BioGeometry
Sujets de recherche
Apprentissage profond
Biologie computationnelle
Modèles génératifs
Modélisation moléculaire
Réseaux de neurones en graphes
Google Scholar

Biographie

Jian Tang est professeur agrégé au département de sciences de la décision de HEC. Il est aussi professeur associé au département informatique et recherche opérationnelle (DIRO) de l'Université de Montréal et un membre académique principal à Mila – Institut québécois d’intelligence artificielle. Il est titulaire d'une chaire de recherche en IA Canada-CIFAR et le fondateur de BioGeometry, une entreprise en démarrage spécialisée dans l'IA générative pour la découverte d'anticorps. Ses principaux domaines de recherche sont les modèles génératifs profonds, l'apprentissage automatique des graphes et leurs applications à la découverte de médicaments. Il est un leader international dans le domaine de l'apprentissage automatique des graphes, et son travail représentatif sur l'apprentissage de la représentation des nœuds, LINE, a été largement reconnu et cité plus de 5 000 fois. Il a également réalisé de nombreux travaux pionniers sur l'IA pour la découverte de médicaments, notamment le premier cadre d'apprentissage automatique à source ouverte pour la découverte de médicaments, TorchDrug et TorchProtein.

Étudiants actuels

Huiyu Cai
Doctorat - UdeM
huiyu.cai@mila.quebec
Site web
Github
Google Scholar
Michael Galkin
Collaborateur·rice de recherche
Google Scholar
Farzaneh Heidari
Doctorat - UdeM
Superviseur⋅e principal⋅e :
Guillaume Rabusseau
Stephen Lu
Stagiaire de recherche - McGill
stephen.lu@mila.quebec
Site web
Github
Google Scholar
Jerry Lu
Doctorat - UdeM
Site web
Github
Google Scholar
Shentong Mo
Collaborateur·rice de recherche - Carnegie Mellon University
Chence Shi
Doctorat - UdeM
Site web
Google Scholar
Sophie Xhonneux
Doctorat - UdeM
Superviseur⋅e principal⋅e :
Gauthier Gidel
lpxhonneux@gmail.com
Google Scholar
Minghao Xu
Collaborateur·rice de recherche
Site web
Github
Google Scholar
Xinyu Yuan
Doctorat - UdeM
xinyu.yuan@mila.quebec
Github
Google Scholar
Zhihao Zhan
Doctorat - UdeM
Github
Zuobai Zhang
Doctorat - UdeM
Site web
Github
Google Scholar
Jianan Zhao
Doctorat - UdeM
Site web
Github
Google Scholar
Zhaocheng Zhu
Doctorat - UdeM
zhaocheng.zhu@umontreal.ca
Site web
Github
Google Scholar

Publications

Towards Protein Sequence & Structure Co-Design with Multi-Modal Language Models
Stephen Zhewen Lu
Jiarui Lu
Hongyu Guo
Jian Tang
Proteins perform diverse biological functions, governed by the intricate relationship between their sequence and three-dimensional structure… (voir plus). While protein language models (PLMs) have demonstrated remarkable success in functional annotation and structure prediction, their potential for sequence-structure co-design remains underexplored. This limitation arises from pre-training objectives that favor masked token prediction over generative modeling. In this work, we systematically explore sampling strategies to enhance the generative capabilities of PLMs for co-design. Notably, we introduce a ranked iterative decoding with re-masking scheme, enabling PLMs to generate sequences and structures more effectively. Benchmarking ESM3 across multiple scales, we demonstrate that using PLMs effectively at sampling time for co-design tasks can outperform specialized architectures that lack comparable scaling properties. Our work advances the field of computational protein design by equipping PLMs with robust generative capabilities tailored to sequence-structure interdependence.
2025-03-06
ICLR.cc/2025/Workshop/LMRL (publié)
openreview.net
openreview.net
Towards Protein Sequence & Structure Co-Design with Multi-Modal Language Models
Stephen Zhewen Lu
Jiarui Lu
Hongyu Guo
Jian Tang
Proteins perform diverse biological functions, governed by the intricate relationship between their sequence and three-dimensional structure… (voir plus). While protein language models (PLMs) have demonstrated remarkable success in functional annotation and structure prediction, their potential for sequence-structure co-design remains underexplored. This limitation arises from pre-training objectives that favor masked token prediction over generative modeling. In this work, we systematically explore sampling strategies to enhance the generative capabilities of PLMs for co-design. Notably, we introduce a ranked iterative decoding with re-masking scheme, enabling PLMs to generate sequences and structures more effectively. Benchmarking ESM3 across multiple scales, we demonstrate that using PLMs effectively at sampling time for co-design tasks can outperform specialized architectures that lack comparable scaling properties. Our work advances the field of computational protein design by equipping PLMs with robust generative capabilities tailored to sequence-structure interdependence.
2025-03-06
ICLR.cc/2025/Workshop/LMRL (publié)
openreview.net
openreview.net
Design of Ligand-Binding Proteins with Atomic Flow Matching
Junqi Liu
Shaoning Li
Chence Shi
Zhi Yang
Jian Tang
2025-03-05
ICLR.cc/2025/Workshop/GEM (publié)
openreview.net
openreview.net
Landscape of Thoughts: Visualizing the Reasoning Process of Large Language Models
Zhanke Zhou
Zhaocheng Zhu
Xuan Li
Mikhail Galkin
Xiao Feng
Sanmi Koyejo
Jian Tang
Bo Han
2025-03-05
ICLR.cc/2025/Workshop/LLM_Reason_and_Plan (publié)
doi.org
openreview.net
Landscape of Thoughts: Visualizing the Reasoning Process of Large Language Models
Zhanke Zhou
Xuan Li
Zhaocheng Zhu
Mikhail Galkin
Xiao Feng
Sanmi Koyejo
Jian Tang
Bo Han
Numerous applications of large language models (LLMs) rely on their ability to perform step-by-step reasoning. However, the reasoning behavi… (voir plus)or of LLMs remains poorly understood, posing challenges to research, development, and safety. To address this gap, we introduce landscape of thoughts-the first visualization tool for users to inspect the reasoning paths of chain-of-thought and its derivatives on any multi-choice dataset. Specifically, we represent the states in a reasoning path as feature vectors that quantify their distances to all answer choices. These features are then visualized in two-dimensional plots using t-SNE. Qualitative analysis shows that the landscape of thoughts effectively distinguishes between strong and weak models, correct and incorrect answers, as well as different reasoning tasks. It also uncovers undesirable reasoning patterns, such as low consistency and high uncertainty. Additionally, users can adapt our tool to a neural model that predicts any property they observe. We showcase this advantage by adapting our tool to a lightweight verifier, which significantly improves reasoning by evaluating the correctness of reasoning paths.
2025-03-05
ICLR.cc/2025/Workshop/LLM_Reason_and_Plan (publié)
openreview.net
openreview.net
Simulation of the Background from $^{13}$C$(\alpha, n)^{16}$O Reaction in the JUNO Scintillator
Juno Collaboration Thomas Adam
Kai Adamowicz
Shakeel Ahmad
Rizwan Ahmed
Sebastiano Aiello
Fengpeng An
C. Andreopoulos
Giuseppe Andronico
Nikolay Anfimov
Vito Antonelli
Tatiana Antoshkina
João Pedro Athayde Marcondes de André
Didier Auguste
Weidong Bai
Nikita Balashov
Andrea Barresi
Davide Basilico
Eric Baussan
Marco Beretta
Antonio Bergnoli … (voir 478 de plus)
Nikita Bessonov
Daniel Bick
Lukas Bieger
Svetlana Biktemerova
Thilo Birkenfeld
Simon Blyth
Anastasia Bolshakova
Mathieu Bongrand
Matteo Borghesi
Dominique Breton
Augusto Brigatti
Riccardo Brugnera
Riccardo Bruno
Marcel Buchner
Antonio Budano
Jose Busto
Anatael Cabrera
Barbara Caccianiga
Hao Cai
Xiao Cai
Yanke Cai
Z. Cai
Stéphane Callier
Steven Calvez
Antonio Cammi
C. Cao
Guofu Cao
Jun Cao
Yaoqi Cao
Rossella Caruso
Cédric Cerna
Vanessa Cerrone
Jinfan Chang
Yunling Chang
Auttakit Chatrabhuti
Chao Chen
Guoming Chen
Jiahui Chen
Jian Chen
Jing Chen
Junyou Chen
Pingping Chen
Shaomin Chen
Shiqiang Chen
Xin Chen
Yiming Chen
Yixue Chen
Yu Chen
Ze Chen
Zhangming Chen
Zhiyuan Chen
Jie Cheng
Yaping Cheng
Yuanyuan Zhang
Alexander Chepurnov
Alexey Chetverikov
Davide Chiesa
Pietro Chimenti
Po-Lin Chou
Ziliang Chu
Artem Chukanov
Gérard Claverie
Catia Clementi
Barbara Clerbaux
C. Coletta
Selma Conforti Di Lorenzo
Simon Csakli
Chenyang Cui
Olivia Dalager
C. Taille
Zhi Deng
Ziyan Deng
Xiaoyu Ding
Xuefeng Ding
Yayun Ding
Bayu Dirgantara
Carsten Dittrich
Sergey Dmitrievsky
David Doerflinger
Dmitry Dolzhikov
Haojie Dong
Jianmeng Dong
Evgeny Doroshkevich
Marcos Dracos
Frédéric Druillole
Ran Du
Shuxian Du
Yujie Duan
K. Dugas
Stefano Dusini
Hongyue Duyang
J. Eck
Timo Enqvist
Andrea Fabbri
Ulrike Fahrendholz
Lei Fan
Jian Fang
W. Fang
Dmitry Fedoseev
Li-Cheng Feng
Qichun Feng
Federico Ferraro
Daniela Fetzer
Marcellin Fotz'e
Amélie Fournier
Aaron Freegard
Feng Gao
Alberto Garfagnini
Arsenii Gavrikov
Marco Giammarchi
Nunzio Giudice
Maxim Gonchar
Guanghua Gong
Hui Gong
Yuri Gornushkin
Marco Grassi
Maxim Gromov
Vasily Gromov
Minghao Gu
X. Gu
Yunting Gu
M. Guan
Yuduo Guan
Nunzio Guardone
Rosa Maria Guizzetti
Cong Guo
Wanlei Guo
Caren Hagner
Hechong Han
Ran Han
Yang Han
Jinhong He
Miao He
Wei He
Xinhai He
Ziou He
Tobias Heinz
Patrick Hellmuth
Yuekun Heng
Y. Hor
Shaojing Hou
Yee Hsiung
Bei-Zhen Hu
Hang Hu
Jun Hu
T. Hu
Yuxiang Hu
Guihong Huang
Jinhao Huang
Jun-Hao Huang
K. Huang
Shengheng Huang
Tao Huang
Xingtao Huang
Yongbo Huang
Jiaqi Hui
Lei Huo
Cédric Huss
Safeer Hussain
Leonard Imbert
Ara Ioannisian
Adrienne Jacobi
Arshak Jafar
Beatrice Jelmini
Xiangpan Ji
Xiaolu Ji
Huihui Jia
Junji Jia
Cailian Jiang
Wei Jiang
Xiaoshan Jiang
Xiaozhao Jiang
Yi-Nong Jiang
Yixuan Jiang
Xiao-Ying Jing
Cécile Jollet
Li Kang
Rebin Karaparabil
Narine Kazarian
Ali Khan
Amina Khatun
Khanchai Khosonthongkee
Denis Korablev
Konstantin Kouzakov
Alexey Krasnoperov
Sergey Kuleshov
S. Kumaran
Nikolay Kutovskiy
Loïc Labit
Tobias Lachenmaier
Haojing Lai
Cecilia Landini
Sébastien Leblanc
M. Lecocq
Frederic Lefevre
Rui Li
Rupert Leitner
Jason Leung
Demin Li
Yi Wang
Fule Li
Gaosong Li
Hongjian Li
Huang Li
Jiajun Li
Min Li
Nan Li
Qingjiang Li
Ruhui Li
Ruiting Lei
Shanfeng Li
Tao Li
Teng Li
Weidong Li
Xiaonan Li
Yi Li
Yichen Li
Yifan Li
Yufeng Li
Zhaohan Li
Zhibing Li
Zifeng Li
Zonghai Li
An-An Liang
Jiajun Liao
Minghua Liao
Yilin Liao
Ayut Limphirat
Bo-Chun Lin
Guey-Lin Lin
Shengxin Lin
Tao Lin
Xianhao Lin
Xingyi Lin
Jiajie Ling
Xin Ling
Ivano Lippi
Caimei Liu
Fang Liu
Feng Liu
Haidong Liu
Haotian Liu
Hongbang Liu
Hongjuan Liu
Hongtao Liu
Hongyang Liu
Jianglai Liu
Jiaxi Liu
Jinchang Liu
Kainan Liu
Min Liu
Qian Liu
Runxuan Liu
Shenghui Liu
Shulin Liu
Xiaowei Liu
Xiwen Liu
Xuewei Liu
Yankai Liu
Zhen Liu
Lorenzo Loi
Alexey Lokhov
Paolo Lombardi
Claudio Lombardo
Kai Loo
Haoqi Lu
Junguang Lu
Meishu Lu
Peizhi Lu
Shu-Min Lu
Xianguo Lu
Bayarto Lubsandorzhiev
Sultim Lubsandorzhiev
Livia Ludhova
Arslan Lukanov
F. Luo
Guang Luo
Jianyi Luo
Shu Luo
Wuming Luo
Xiaojie Luo
Vladimir Lyashuk
Bangzheng Ma
Bing Ma
Q. Ma
Si Ma
W.Y. Ma
Xiaoyan Ma
Xubo Ma
Jihane Maalmi
Jingyu Mai
Marco Malabarba
Yury Malyshkin
Roberto Carlos Mandujano
Fabio Mantovani
Xin Mao
S. M. Mari
Agnese Martini
Matthias Mayer
Davit Mayilyan
Yu Meng
Anselmo Meregaglia
Lino Miramonti
Marta Colomer Molla
Michele Montuschi
Cristobal Morales Reveco
Iwan Morton-blake
M. Nastasi
Dmitry V. Naumov
Elena Naumova
Igor Nemchenok
Elisabeth Neuerburg
Minh Thuan Nguyen Thi
Alexey Nikolaev
F. Ning
Zhe Ning
Yujie Niu
Hiroshi Nunokawa
Juan Pedro Ochoa-Ricoux
Sebastian Olivares
Alexander Olshevskiy
Domizia Orestano
Fausto Ortica
Rainer Othegraven
Yifei Pan
A. Paoloni
George Parker
Y. Pei
Luca Pelicci
Anguo Peng
Yuefeng Peng
Zhaoyuan Peng
Elisa Percalli
Willy Perrin
Frédéric Perrot
P. Petitjean
Fabrizio Petrucci
Oliver Pilarczyk
Artyom Popov
Pascal Poussot
Ezio Previtali
F. Qi
M. Qi
Xiaohui Qi
Sen Qian
X. Qian
Zhonghua Qin
S. Qiu
Manhao Qu
Zhe Qu
Gioacchino Ranucci
Thomas Raymond
A. Re
Abdel Rebii
Mariia Redchuk
Bin Ren
Yuhan Ren
Barbara Ricci
Komkrit Rientong
Mariam Rifai
Mathieu Roche
Narongkiat Rodphai
Fernanda de Faria Rodrigues
Aldo Romani
Bedřich Roskovec
Arseniy Rybnikov
Andrey Sadovsky
Paolo Saggese
Deshan Sandanayake
Anut Sangka
G. Sava
Utane Sawangwit
Michaela Schever
Cédric Schwab
Konstantin Schweizer
Alexandr Selyunin
Andrea Serafini
M. Settimo
Junyu Shao
V. Sharov
Hangyu Shi
Hexi Shi
Jingyang Shi
Yanan Shi
Vitaly Shutov
Andrey Sidorenkov
Fedor Šimkovic
Apeksha Singhal
Chiara Sirignano
Jaruchit Siripak
Monica Sisti
Oleg Smirnov
Sergey Sokolov
Julanan Songwadhana
Boonrucksar Soonthornthum
Albert Sotnikov
Warintorn Sreethawong
Achim Stahl
Luca Stanco
E. S. Farilla
Konstantin Stankevich
Hans Steiger
Jochen Steinmann
Tobias Sterr
Virginia Strati
Mikhail Strizh
Alexander Studenikin
Aoqi Su
Jun Su
Guangbao Sun
Mingxia Sun
Shifeng Sun
Xilei Sun
Yongzhao Sun
Zhengyang Sun
Narumon Suwonjandee
Akira Takenaka
Xiaohan Tan
Jian Tang
Jingzhe Tang
Qiang Tang
Quan Tang
Xiaodong Tang
Vidhya Thara Hariharan
Yuxin Tian
Igor Tkachev
Tomas Tmej
M. Torri
Andrea Triossi
Wladyslaw Trzaska
Yu-Chen Tung
Cristina Tuve
Nikita Ushakov
Carlo Venettacci
Giuseppe Verde
Maxim Vialkov
Benoit Viaud
Cornelius Moritz Vollbrecht
Vit Vorobel
Dmitriy Voronin
Lucia Votano
Caishen Wang
Chung-Hsiang Wang
En Wang
Hanwen Wang
Jiabin Wang
Jun Wang
Li Wang
Meng Wang
Mingyuan Wang
Qianchuan Wang
Ruiguang Wang
Sibo Wang
Tianhong Wang
Wei Wang
Wenshuai Wang
Xi Wang
Yangfu Wang
Yaoguang Wang
Yifang Wang
Yuan Wang
Yuyi Wang
Zhe Wang
Zheng Wang
Zhimin Wang
Apimook Watcharangkool
Wei Wei
Yadong Wei
Yuehuan Wei
Zhengbao Wei
Kaile Wen
Jun Weng
Christopher Wiebusch
Rosmarie Wirth
Bi Wu
Chengxin Wu
Diru Wu
Qun Wu
Large-scale organic liquid scintillator detectors are highly efficient in the detection of MeV-scale electron antineutrinos. These signal ev… (voir plus)ents can be detected through inverse beta decay on protons, which produce a positron accompanied by a neutron. A noteworthy background for antineutrinos coming from nuclear power reactors and from the depths of the Earth (geoneutrinos) is generated by (
2025-03-02
ArXiv (prépublication)
arxiv.org
arxiv.org
Simulation of the Background from $^{13}$C$(\alpha, n)^{16}$O Reaction in the JUNO Scintillator
Juno Collaboration Thomas Adam
Kai Adamowicz
Shakeel Ahmad
Rizwan Ahmed
Sebastiano Aiello
Fengpeng An
C. Andreopoulos
Giuseppe Andronico
Nikolay Anfimov
Vito Antonelli
Tatiana Antoshkina
João Pedro Athayde Marcondes de André
Didier Auguste
Weidong Bai
Nikita Balashov
Andrea Barresi
Davide Basilico
Eric Baussan
Marco Beretta
Antonio Bergnoli … (voir 481 de plus)
Nikita Bessonov
Daniel Bick
Lukas Bieger
Svetlana Biktemerova
Thilo Birkenfeld
Simon Blyth
Anastasia Bolshakova
Mathieu Bongrand
Matteo Borghesi
Dominique Breton
Augusto Brigatti
Riccardo Brugnera
Riccardo Bruno
Marcel Buchner
Antonio Budano
Jose Busto
Anatael Cabrera
Barbara Caccianiga
Hao Cai
Xiao Cai
Yanke Cai
Zucong Cai
Stéphane Callier
Steven Calvez
Antonio Cammi
C. Cao
Guofu Cao
Jun Cao
Yaoqi Cao
Rossella Caruso
Cédric Cerna
Vanessa Cerrone
Jinfan Chang
Yunling Chang
Auttakit Chatrabhuti
Chao Chen
Guoming Chen
Jiahui Chen
Jian Chen
Jing Chen
Junyou Chen
Pingping Chen
Shaomin Chen
Shiqiang Chen
Xin Chen
Yiming Chen
Yixue Chen
Yu Chen
Ze Chen
Zhangming Chen
Zhiyuan Chen
Jie Cheng
Yaping Cheng
Yuanyuan Zhang
Alexander Chepurnov
Alexey Chetverikov
Davide Chiesa
Pietro Chimenti
Po-Lin Chou
Ziliang Chu
Artem Chukanov
Gérard Claverie
Catia Clementi
Barbara Clerbaux
C. Coletta
Selma Conforti Di Lorenzo
Simon Csakli
Chenyang Cui
Olivia Dalager
C. Taille
Zhi Deng
Ziyan Deng
Xiaoyu Ding
Xuefeng Ding
Yayun Ding
Bayu Dirgantara
Carsten Dittrich
Sergey Dmitrievsky
David Doerflinger
Dmitry Dolzhikov
Haojie Dong
Jianmeng Dong
Evgeny Doroshkevich
Marcos Dracos
Frédéric Druillole
Ran Du
Shuxian Du
Yujie Duan
K. Dugas
Stefano Dusini
Hongyue Duyang
J. Eck
Timo Enqvist
Andrea Fabbri
Ulrike Fahrendholz
Lei Fan
Jian Fang
W. X. Fang
Dmitry Fedoseev
Li-Cheng Feng
Qichun Feng
Federico Ferraro
Daniela Fetzer
Marcellin Fotz'e
Amélie Fournier
Aaron Freegard
Feng Gao
Alberto Garfagnini
Arsenii Gavrikov
Marco Giammarchi
Nunzio Giudice
Maxim Gonchar
Guanghua Gong
Hui Gong
Yuri Gornushkin
Marco Grassi
Maxim Gromov
Vasily Gromov
Minghao Gu
X. Gu
Yunting Gu
M. Guan
Yuduo Guan
Nunzio Guardone
Rosa Maria Guizzetti
Cong Guo
Wanlei Guo
Caren Hagner
Hechong Han
Ran Han
Yang Han
Jinhong He
Miao He
Wei He
Xinhai He
Ziou He
Tobias Heinz
Patrick Hellmuth
Yuekun Heng
Yuenkeung Hor
Shaojing Hou
Yee Hsiung
Bei-Zhen Hu
Hang Hu
Jun Hu
T. Hu
Yuxiang Hu
Guihong Huang
Jinhao Huang
Jun-Hao Huang
Kai Huang
Shengheng Huang
Tao Huang
Xingtao Huang
Yongbo Huang
Jiaqi Hui
Lei Huo
Cédric Huss
Safeer Hussain
Leonard Imbert
Ara Ioannisian
Adrienne Jacobi
Arshak Jafar
Beatrice Jelmini
Xiangpan Ji
Xiaolu Ji
Huihui Jia
Junji Jia
Cailian Jiang
Wei Jiang
Xiaoshan Jiang
Xiaozhao Jiang
Yi-Nong Jiang
Yixuan Jiang
Xiao-Ying Jing
Cécile Jollet
Li Kang
Rebin Karaparabil
Narine Kazarian
Ali Khan
Amina Khatun
Khanchai Khosonthongkee
Denis Korablev
Konstantin Kouzakov
Alexey Krasnoperov
Sergey Kuleshov
S. Kumaran
Nikolay Kutovskiy
Loïc Labit
Tobias Lachenmaier
Haojing Lai
Cecilia Landini
Sébastien Leblanc
M. Lecocq
Frederic Lefevre
Rui Li
Rupert Leitner
Jason Leung
Demin Li
Fule Li
Gaosong Li
Hongjian Li
Huang Li
Jiajun Li
Min Li
Nan Li
Qingjiang Li
Ruhui Li
Ruiting Lei
Shanfeng Li
Tao Li
Teng Li
Weidong Li
Xiaonan Li
Yi Li
Yichen Li
Yifan Li
Yufeng Li
Zhaohan Li
Zhibing Li
Zifeng Li
Zonghai Li
An-An Liang
Jiajun Liao
Minghua Liao
Yilin Liao
Ayut Limphirat
Bohan Lin
Guey-Lin Lin
Shengxin Lin
Tao Lin
Xianhao Lin
Xingyi Lin
Jiajie Ling
Xin Ling
Ivano Lippi
Caimei Liu
Yang Liu
Feng Liu
Haidong Liu
Haotian Liu
Hongbang Liu
Hongjuan Liu
Hongtao Liu
Hongyang Liu
Jianglai Liu
Jiaxi Liu
Jinchang Liu
Kainan Liu
Min Liu
Qian Liu
Runxuan Liu
Shenghui Liu
Shulin Liu
Xiaowei Liu
Xiwen Liu
Xuewei Liu
Yankai Liu
Zhen Liu
Lorenzo Loi
Alexey Lokhov
Paolo Lombardi
Claudio Lombardo
Kai Loo
Haoqi Lu
Junguang Lu
Meishu Lu
Peizhi Lu
Shu-Min Lu
Xianguo Lu
Bayarto Lubsandorzhiev
Sultim Lubsandorzhiev
Livia Ludhova
Arslan Lukanov
F. Luo
Guang Luo
Jianyi Luo
Shu Luo
Wuming Luo
Xiaojie Luo
Vladimir Lyashuk
B. Ma
Bangzheng Ma
Bing Ma
R. Q. Ma
Si Ma
W.Y. Ma
Wing Yan Ma
Xiaoyan Ma
Xubo Ma
Jihane Maalmi
Jingyu Mai
Marco Malabarba
Yury Malyshkin
Roberto Carlos Mandujano
Fabio Mantovani
Xin Mao
S. M. Mari
Agnese Martini
Matthias Mayer
Davit Mayilyan
Yu Meng
Anselmo Meregaglia
Lino Miramonti
Marta Colomer Molla
Michele Montuschi
Cristobal Morales Reveco
Iwan Morton-blake
M. Nastasi
Dmitry V. Naumov
Elena Naumova
Igor Nemchenok
Elisabeth Neuerburg
Minh Thuan Nguyen Thi
Alexey Nikolaev
F. Ning
Zhe Ning
Yujie Niu
Hiroshi Nunokawa
Juan Pedro Ochoa-Ricoux
Sebastian Olivares
Alexander Olshevskiy
Domizia Orestano
Fausto Ortica
Rainer Othegraven
Yifei Pan
A. Paoloni
George Parker
Y. P. Pei
Luca Pelicci
Anguo Peng
Yuefeng Peng
Zhaoyuan Peng
Z-R Peng
Elisa Percalli
Willy Perrin
Frédéric Perrot
P. Petitjean
Fabrizio Petrucci
Oliver Pilarczyk
Artyom Popov
Pascal Poussot
Ezio Previtali
F. Qi
M. Qi
Xiaohui Qi
Sen Qian
X. Qian
Zhonghua Qin
S. Qiu
Manhao Qu
Zhe Qu
Gioacchino Ranucci
Thomas Raymond
A. Re
Abdel Rebii
Mariia Redchuk
Bin Ren
Yuhan Ren
Barbara Ricci
Komkrit Rientong
Mariam Rifai
Mathieu Roche
Narongkiat Rodphai
Fernanda de Faria Rodrigues
Aldo Romani
Bedřich Roskovec
Arseniy Rybnikov
Andrey Sadovsky
Paolo Saggese
Deshan Sandanayake
Anut Sangka
G. Sava
Utane Sawangwit
Michaela Schever
Cédric Schwab
Konstantin Schweizer
Alexandr Selyunin
Andrea Serafini
M. Settimo
Junyu Shao
V. Sharov
Hangyu Shi
Hexi Shi
Jingyang Shi
Yanan Shi
Vitaly Shutov
Andrey Sidorenkov
Fedor Šimkovic
Apeksha Singhal
Chiara Sirignano
Jaruchit Siripak
Monica Sisti
Oleg Smirnov
Sergey Sokolov
Julanan Songwadhana
Boonrucksar Soonthornthum
Albert Sotnikov
Warintorn Sreethawong
Achim Stahl
Luca Stanco
E. S. Farilla
Konstantin Stankevich
Hans Steiger
Jochen Steinmann
Tobias Sterr
Virginia Strati
Mikhail Strizh
Alexander Studenikin
Aoqi Su
Jun Su
Guangbao Sun
Mingxia Sun
Shifeng Sun
Xilei Sun
Yongzhao Sun
Zhengyang Sun
Narumon Suwonjandee
Akira Takenaka
Xiaohan Tan
Jian Tang
Jingzhe Tang
Qiang Tang
Quan Tang
Xiaodong Tang
Vidhya Thara Hariharan
Yuxin Tian
Igor Tkachev
Tomas Tmej
M. Torri
Andrea Triossi
Wladyslaw Trzaska
Yu-Chen Tung
Cristina Tuve
Nikita Ushakov
Carlo Venettacci
Giuseppe Verde
Maxim Vialkov
Benoit Viaud
Cornelius Moritz Vollbrecht
Vit Vorobel
Dmitriy Voronin
Lucia Votano
Caishen Wang
Chung-Hsiang Wang
En Wang
Y. H. Wang
Jiabin Wang
Jun Wang
Li Wang
Meng Wang
Mingyuan Wang
Qianchuan Wang
Ruiguang Wang
Sibo Wang
Tianhong Wang
Wei Wang
Wenshuai Wang
Xi Wang
Yangfu Wang
Yaoguang Wang
Yi Wang
Yifang Wang
Yuan Wang
Yuyi Wang
Zhe Wang
Zheng Wang
Zhimin Wang
Apimook Watcharangkool
Wei Wei
Yadong Wei
Yuehuan Wei
Zhengbao Wei
Kaile Wen
Jun Weng
Christopher Wiebusch
Rosmarie Wirth
Bi Wu
Chengxin Wu
Diru Wu
Qun Wu
2025-03-02
ArXiv (prépublication)
arxiv.org
arxiv.org
Origin of Nonlinear Circular Photocurrent in 2D Semiconductor MoS_{2}.
Yanchong Zhao
Fengyu Chen
Jing Liang
Mohammad Saeed Bahramy
Mingwei Yang
Yao Guang
Xiaomei Li
Zheng Wei
Jian Tang
Jiaojiao Zhao
Mengzhou Liao
Cheng Shen
Qinqin Wang
Rong Yang
Kenji Watanabe
Takashi Taniguchi
Zhiheng Huang
Dongxia Shi
Kaihui Liu
Zhipei Sun … (voir 3 de plus)
Ji Feng
Luojun Du
Guangyu Zhang
2025-02-26
Physical Review Letters (publié)
doi.org
Origin of Nonlinear Circular Photocurrent in 2D Semiconductor
<mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mrow><mml:msub><mml:mrow><mml:mi>MoS</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:math>
Yanchong Zhao
Fengyu Chen
Jing Liang
Mohammad Saeed Bahramy
Mingwei Yang
Yao Guang
Xiaomei Li
Zheng Wei
Jian Tang
Jiaojiao Zhao
Mengzhou Liao
Cheng Shen
Qinqin Wang
Rong Yang
Kenji Watanabe
Takashi Taniguchi
Zhiheng Huang
Dongxia Shi
Kaihui Liu
Zhipei Sun … (voir 3 de plus)
Ji Feng
Luojun Du
Guangyu Zhang
2025-02-26
Physical Review Letters (publié)
doi.org
Author Correction: Isospin competitions and valley polarized correlated insulators in twisted double bilayer graphene
Le Liu
Shihao Zhang
Yanbang Chu
Cheng Shen
Yuan Huang
Yalong Yuan
Jinpeng Tian
Jian Tang
Yiru Ji
Rong Yang
Kenji Watanabe
Takashi Taniguchi
Dongxia Shi
Jianpeng Liu
Wei Yang
Guangyu Zhang
2025-02-12
Nature Communications (publié)
doi.org
Fully-inductive Node Classification on Arbitrary Graphs
Jianan Zhao
Zhaocheng Zhu
Mikhail Galkin
Hesham Mostafa
Michael M. Bronstein
Jian Tang
2025-01-22
ICLR.cc/2025/Conference (poster)
openreview.net
openreview.net
GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning
Minghao Xu
Yunteng Geng
Yihang Zhang
Ling Yang
Jian Tang
Wentao Zhang
Glycans are basic biomolecules and perform essential functions within living organisms. The rapid increase of functional glycan data provide… (voir plus)s a good opportunity for machine learning solutions to glycan understanding. However, there still lacks a standard machine learning benchmark for glycan property and function prediction. In this work, we fill this blank by building a comprehensive benchmark for Glycan Machine Learning (GlycanML). The GlycanML benchmark consists of diverse types of tasks including glycan taxonomy prediction, glycan immunogenicity prediction, glycosylation type prediction, and protein-glycan interaction prediction. Glycans can be represented by both sequences and graphs in GlycanML, which enables us to extensively evaluate sequence-based models and graph neural networks (GNNs) on benchmark tasks. Furthermore, by concurrently performing eight glycan taxonomy prediction tasks, we introduce the GlycanML-MTL testbed for multi-task learning (MTL) algorithms. Also, we evaluate how taxonomy prediction can boost other three function prediction tasks by MTL. Experimental results show the superiority of modeling glycans with multi-relational GNNs, and suitable MTL methods can further boost model performance. We provide all datasets and source codes at https://github.com/GlycanML/GlycanML and maintain a leaderboard at https://GlycanML.github.io/project
2025-01-22
ICLR.cc/2025/Conference (poster)
openreview.net
openreview.net