Higher Order Transformers: Enhancing Stock Movement Prediction On Multimodal Time-Series Data

Authors: Omranpour, Soroush, Rabusseau, Guillaume, Rabbany, Reihaneh

Subject Terms: Computer Science - Machine Learning, Quantitative Finance - Statistical Finance

Access URL: http://arxiv.org/abs/2412.10540

Higher Order Transformers: Efficient Attention Mechanism for Tensor Structured Data

Authors: Omranpour, Soroush, Rabusseau, Guillaume, Rabbany, Reihaneh

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2412.02919

GFlowNets for Hamiltonian decomposition in groups of compatible operators

Authors: Huidobro-Meezs, Isaac L., Dai, Jun, Rabusseau, Guillaume, Vargas-Hernández, Rodrigo A.

Subject Terms: Quantum Physics, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2410.16041

UTG: Towards a Unified View of Snapshot and Event Based Models for Temporal Graphs

Authors: Huang, Shenyang, Poursafaei, Farimah, Rabbany, Reihaneh, Rabusseau, Guillaume, Rossi, Emanuele

Subject Terms: Computer Science - Machine Learning, Computer Science - Social and Information Networks

Access URL: http://arxiv.org/abs/2407.12269

ROSA: Random Subspace Adaptation for Efficient Fine-Tuning

Authors: Hameed, Marawan Gamal Abdel, Milios, Aristides, Reddy, Siva, Rabusseau, Guillaume

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2407.07802

MiNT: Multi-Network Training for Transfer Learning on Temporal Graphs

Authors: Shamsi, Kiarash, Ngo, Tran Gia Bao, Shirzadkhani, Razieh, Huang, Shenyang, Poursafaei, Farimah, Azad, Poupak, Rabbany, Reihaneh, Coskunuzer, Baris, Rabusseau, Guillaume, Akcora, Cuneyt Gurcan

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2406.10426

TGB 2.0: A Benchmark for Learning on Temporal Knowledge Graphs and Heterogeneous Graphs

Authors: Gastinger, Julia, Huang, Shenyang, Galkin, Mikhail, Loghmani, Erfan, Parviz, Ali, Poursafaei, Farimah, Danovitch, Jacob, Rossi, Emanuele, Koutis, Ioannis, Stuckenschmidt, Heiner, Rabbany, Reihaneh, Rabusseau, Guillaume

Subject Terms: Computer Science - Machine Learning, Computer Science - Social and Information Networks

Access URL: http://arxiv.org/abs/2406.09639

A Tensor Decomposition Perspective on Second-order RNNs

Authors: Lizaire, Maude, Rizvi-Martel, Michael, Hameed, Marawan Gamal Abdel, Rabusseau, Guillaume

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2406.05045

Efficient Leverage Score Sampling for Tensor Train Decomposition

Authors: Bharadwaj, Vivek, Rakhshan, Beheshteh T., Malik, Osman Asif, Rabusseau, Guillaume

Subject Terms: Computer Science - Data Structures and Algorithms

Access URL: http://arxiv.org/abs/2406.02749

Simulating Weighted Automata over Sequences and Trees with Transformers

Authors: Rizvi, Michael, Lizaire, Maude, Lacroce, Clara, Rabusseau, Guillaume

Subject Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence, Computer Science - Computational Complexity

Access URL: http://arxiv.org/abs/2403.09728

Generative Learning of Continuous Data by Tensor Networks

Authors: Meiburg, Alex, Chen, Jing, Miller, Jacob, Tihon, Raphaëlle, Rabusseau, Guillaume, Perdomo-Ortiz, Alejandro

Subject Terms: Computer Science - Machine Learning, Condensed Matter - Statistical Mechanics, Quantum Physics, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2310.20498

Towards Foundational Models for Molecular Learning on Large-Scale Multi-Task Datasets

Authors: Beaini, Dominique, Huang, Shenyang, Cunha, Joao Alex, Li, Zhiyi, Moisescu-Pareja, Gabriela, Dymov, Oleksandr, Maddrell-Mander, Samuel, McLean, Callum, Wenkel, Frederik, Müller, Luis, Mohamud, Jama Hussein, Parviz, Ali, Craig, Michael, Koziarski, Michał, Lu, Jiarui, Zhu, Zhaocheng, Gabellini, Cristian, Klaser, Kerstin, Dean, Josef, Wognum, Cas, Sypetkowski, Maciej, Rabusseau, Guillaume, Rabbany, Reihaneh, Tang, Jian, Morris, Christopher, Koutis, Ioannis, Ravanelli, Mirco, Wolf, Guy, Tossou, Prudencio, Mary, Hadrien, Bois, Therence, Fitzgibbon, Andrew, Banaszewski, Błażej, Martin, Chad, Masters, Dominic

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2310.04292

Temporal Graph Benchmark for Machine Learning on Temporal Graphs

Authors: Huang, Shenyang, Poursafaei, Farimah, Danovitch, Jacob, Fey, Matthias, Hu, Weihua, Rossi, Emanuele, Leskovec, Jure, Bronstein, Michael, Rabusseau, Guillaume, Rabbany, Reihaneh

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2307.01026

Optimal Approximate Minimization of One-Letter Weighted Finite Automata

Authors: Lacroce, Clara, Balle, Borja, Panangaden, Prakash, Rabusseau, Guillaume

Source: Math. Struct. Comp. Sci. 34 (2024) 807-833

Subject Terms: Computer Science - Formal Languages and Automata Theory

Access URL: http://arxiv.org/abs/2306.00135

Fast and Attributed Change Detection on Dynamic Graphs with Density of States

Authors: Huang, Shenyang, Danovitch, Jacob, Rabusseau, Guillaume, Rabbany, Reihaneh

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2305.08750

Laplacian Change Point Detection for Single and Multi-view Dynamic Graphs

Authors: Huang, Shenyang, Coulombe, Samy, Hitti, Yasmeen, Rabbany, Reihaneh, Rabusseau, Guillaume

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2302.01204

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Spectral Regularization: an Inductive Bias for Sequence Modeling

Authors: Hou, Kaiwen, Rabusseau, Guillaume

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computation and Language, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2211.02255

Sequential Density Estimation via Nonlinear Continuous Weighted Finite Automata

Authors: Li, Tianyu, Mazoure, Bogdan, Rabusseau, Guillaume

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2206.03923

Towards an AAK Theory Approach to Approximate Minimization in the Multi-Letter Case

Authors: Lacroce, Clara, Panangaden, Prakash, Rabusseau, Guillaume

Subject Terms: Computer Science - Formal Languages and Automata Theory

Access URL: http://arxiv.org/abs/2206.00172