AG
Ali Ghodsi
cs.LGstat.MLcs.CLcs.CVcs.AIcs.DBcs.NENeural Networks, ComputerAlgorithmscs.DS
On Valency
published · living versionsW_twun7uez·v1 · currentpublished
The Missing Piece in Complex Analytics: Low Latency, Scalable Model Management and Serving with Velox
with Daniel Crankshaw, Peter Bailis, Joseph E. Gonzalez, Haoyuan Li +3
1 version
Preprints & journals
86 papers in the corpus · 2003–2026Nonnegative Matrix Factorization via Rank-One Downdate0805.0120v1 · Michael Biggs, Ali Ghodsi, Stephen Vavasis2008 · 33 citationsarXiv
GraphPI: Efficient Protein Inference with Graph Neural Networks2605.04376v1 · Zheng Ma, Jiazhen Chen, Lei Xin et al.2026 · 1 citationJournal of Proteome Research 23.11 (2024): 4821-4834
Auto-Regressive Masked Diffusion Models2601.16971v1 · Mahdi Karami, Ali Ghodsi2026 · 0 citations29th International Conference on Artificial Intelligence and Statistics (AISTATS) 2026
Orchid: Flexible and Data-Dependent Convolution for Sequence Modeling2402.18508v3 · Mahdi Karami, Ali Ghodsi2024 · 2 citationsAdvances in Neural Information Processing Systems 37 (2024): 76991-77022
EchoAtt: Attend, Copy, then Adjust for More Efficient Large Language Models2409.14595v1 · Hossein Rajabzadeh, Aref Jafari, Aman Sharma et al.2024 · 0 citationsarXiv
Disentangling the Complex Multiplexed DIA Spectra in De Novo Peptide Sequencing2411.15684v7 · Zheng Ma, Zeping Mao, Ruixue Zhang et al.2024 · 1 citationarXiv
QDyLoRA: Quantized Dynamic Low-Rank Adaptation for Efficient Large Language Model Tuning2402.10462v1 · Hossein Rajabzadeh, Mojtaba Valipour, Tianshu Zhu et al.2024 · 16 citationshttps://aclanthology.org/2024.emnlp-industry.53.pdf
Learning Chemotherapy Drug Action via Universal Physics-Informed Neural Networks.40244511 · Podina, Lena, Ghodsi, Ali, Kohandel, Mohammad2025 · 16 citationsPharmaceutical research. 2025;42(4):593-612
Conditional Sequence-Structure Integration: A Novel Approach for Precision Antibody Engineering and Affinity Optimization10.1101/2024.07.16.603820v2 · Jamialahmadi, B., Chamankhah, M., Kohandel, M. et al.2024 · 0 citationsbioRxiv
S2D: Sorted Speculative Decoding For More Efficient Deployment of Nested Large Language Models2407.01955v1 · Parsa Kavehzadeh, Mohammadreza Pourreza, Mojtaba Valipour et al.2024 · 0 citationsarXiv
SortedNet: A Scalable and Generalized Framework for Training Modular Deep Neural Networks2309.00255v3 · Mojtaba Valipour, Mehdi Rezagholizadeh, Hossein Rajabzadeh et al.2023 · 0 citationsarXiv
Learning Chemotherapy Drug Action via Universal Physics-Informed Neural Networks2404.08019v1 · Lena Podina, Ali Ghodsi, Mohammad Kohandel2024 · 16 citationsarXiv
WERank: Towards Rank Degradation Prevention for Self-Supervised Learning Using Weight Regularization2402.09586v1 · Ali Saheb Pasand, Reza Moravej, Mahdi Biparva et al.2024 · 0 citationsarXiv
Scalable Graph Self-Supervised Learning2402.09603v1 · Ali Saheb Pasand, Reza Moravej, Mahdi Biparva et al.2024 · 0 citationsarXiv
Sorted LLaMA: Unlocking the Potential of Intermediate Layers of Large Language Models for Dynamic Inference2309.08968v2 · Parsa Kavehzadeh, Mojtaba Valipour, Marzieh Tahaei et al.2023 · 0 citationsarXiv
Cardiac Outcome of Children With SARS-CoV-2 Related Multisystem Inflammatory Syndrome.37161459 · Ghodsi, Ali Reza, Malek, Abdolreza, Siroosbakht, Soheila et al.2023 · 5 citationsIndian pediatrics. 2023;60(5):381-384
Recurrent Neural Networks and Long Short-Term Memory Networks: Tutorial and Survey2304.11461v1 · Benyamin Ghojogh, Ali Ghodsi2023 · 17 citationsarXiv
DyLoRA: Parameter Efficient Tuning of Pre-trained Models using Dynamic Search-Free Low-Rank Adaptation2210.07558v2 · Mojtaba Valipour, Mehdi Rezagholizadeh, Ivan Kobyzev et al.2022 · 119 citationsarXiv
Do we need Label Regularization to Fine-tune Pre-trained Language Models?2205.12428v2 · Ivan Kobyzev, Aref Jafari, Mehdi Rezagholizadeh et al.2022 · 3 citationsarXiv
Improved knowledge distillation by utilizing backward pass knowledge in neural networks2301.12006v1 · Aref Jafari, Mehdi Rezagholizadeh, Ali Ghodsi2023 · 0 citationsarXiv
Improving Generalization of Pre-trained Language Models via Stochastic Weight Averaging2212.05956v2 · Peng Lu, Ivan Kobyzev, Mehdi Rezagholizadeh et al.2022 · 6 citationsarXiv
Continuation KD: Improved Knowledge Distillation through the Lens of Continuation Optimization2212.05998v1 · Aref Jafari, Ivan Kobyzev, Mehdi Rezagholizadeh et al.2022 · 4 citationsarXiv
Theoretical Connection between Locally Linear Embedding, Factor Analysis, and Probabilistic PCA2203.13911v2 · Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray et al.2022 · 3 citationsProceedings of the 35th Canadian Conference on Artificial Intelligence, Canadian Artificial Intelligence Association, 2022
Laplacian-Based Dimensionality Reduction Including Spectral Clustering, Laplacian Eigenmap, Locality Preserving Projection, Graph Embedding, and Diffusion Map: Tutorial and Survey2106.02154v2 · Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray et al.2021 · 10 citationsarXiv
Restricted Boltzmann Machine and Deep Belief Network: Tutorial and Survey2107.12521v2 · Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray et al.2021 · 5 citationsarXiv
Stochastic Neighbor Embedding with Gaussian and Student-t Distributions: Tutorial and Survey2009.10301v2 · Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray et al.2020 · 6 citationsarXiv
Unified Framework for Spectral Dimensionality Reduction, Maximum Variance Unfolding, and Kernel Learning By Semidefinite Programming: Tutorial and Survey2106.15379v2 · Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray et al.2021 · 2 citationsarXiv
Factor Analysis, Probabilistic Principal Component Analysis, Variational Inference, and Variational Autoencoder: Tutorial and Survey2101.00734v2 · Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray et al.2021 · 18 citationsarXiv
The Sky Above The Clouds2205.07147v1 · Sarah Chasins, Alvin Cheung, Natacha Crooks et al.2022 · 0 citationsarXiv
When Chosen Wisely, More Data Is What You Need: A Universal Sample-Efficient Strategy For Data Augmentation2203.09391v1 · Ehsan Kamalloo, Mehdi Rezagholizadeh, Ali Ghodsi2022 · 7 citationsarXiv
Energy and exergy analysis of a novel turbo-compounding system for supercharging and mild hybridization of a gasoline engine.32901197 · Salek, Farhad, Babaie, Meisam, Ghodsi, Ali et al.2022 · 25 citationsJournal of thermal analysis and calorimetry. 2021;145(3):817-828
Spectral, Probabilistic, and Deep Metric Learning: Tutorial and Survey2201.09267v1 · Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray et al.2022 · 14 citationsarXiv
Generative Adversarial Networks and Adversarial Autoencoders: Tutorial and Survey2111.13282v1 · Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray et al.2021 · 12 citationsarXiv
Sufficient Dimension Reduction for High-Dimensional Regression and Low-Dimensional Embedding: Tutorial and Survey2110.09620v1 · Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray et al.2021 · 0 citationsarXiv
Pro-KD: Progressive Distillation by Following the Footsteps of the Teacher2110.08532v1 · Mehdi Rezagholizadeh, Aref Jafari, Puneeth Salad et al.2021 · 2 citationsarXiv
KKT Conditions, First-Order and Second-Order Optimization, and Distributed Optimization: Tutorial and Survey2110.01858v1 · Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray et al.2021 · 20 citationsarXiv
Knowledge Distillation with Noisy Labels for Natural Language Understanding2109.10147v1 · Shivendra Bhardwaj, Abbas Ghaddar, Ahmad Rashid et al.2021 · 3 citationsarXiv
How to Select One Among All? An Extensive Empirical Study Towards the Robustness of Knowledge Distillation in Natural Language Understanding2109.05696v2 · Tianda Li, Ahmad Rashid, Aref Jafari et al.2021 · 5 citationsarXiv
KroneckerBERT: Learning Kronecker Decomposition for Pre-trained Language Models via Knowledge Distillation2109.06243v1 · Marzieh S. Tahaei, Ella Charlaix, Vahid Partovi Nia et al.2021 · 10 citationsarXiv
Uniform Manifold Approximation and Projection (UMAP) and its Variants: Tutorial and Survey2109.02508v1 · Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray et al.2021 · 37 citationsarXiv
Johnson-Lindenstrauss Lemma, Linear and Nonlinear Random Projections, Random Fourier Features, and Random Kitchen Sinks: Tutorial and Survey2108.04172v1 · Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray et al.2021 · 9 citationsarXiv
SymbolicGPT: A Generative Transformer Model for Symbolic Regression2106.14131v1 · Mojtaba Valipour, Bowen You, Maysum Panju et al.2021 · 38 citationsarXiv
Legendre Deep Neural Network (LDNN) and its application for approximation of nonlinear Volterra Fredholm Hammerstein integral equations2106.14320v1 · Zeinab Hajimohammadi, Kourosh Parand, Ali Ghodsi2021 · 1 citationarXiv
Fine-Tuning and training of densenet for histopathology image representation using TCGA diagnostic slides.33773296 · Riasatian, Abtin, Babaie, Morteza, Maleki, Danial et al.2021 · 230 citationsMedical image analysis. 2021;70:102032
Reproducing Kernel Hilbert Space, Mercer's Theorem, Eigenfunctions, Nystr\"om Method, and Use of Kernels in Machine Learning: Tutorial and Survey2106.08443v1 · Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray et al.2021 · 12 citationsarXiv
Not Far Away, Not So Close: Sample Efficient Nearest Neighbour Data Augmentation via MiniMax2105.13608v2 · Ehsan Kamalloo, Mehdi Rezagholizadeh, Peyman Passban et al.2021 · 16 citationsarXiv
Annealing Knowledge Distillation2104.07163v1 · Aref Jafari, Mehdi Rezagholizadeh, Pranav Sharma et al.2021 · 0 citationsarXiv
Generative Locally Linear Embedding2104.01525v1 · Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray et al.2021 · 1 citationarXiv
Fine-Tuning and Training of DenseNet for Histopathology Image Representation Using TCGA Diagnostic Slides2101.07903v1 · Abtin Riasatian, Morteza Babaie, Danial Maleki et al.2021 · 230 citationsarXiv
Locally Linear Embedding and its Variants: Tutorial and Survey2011.10925v1 · Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray et al.2020 · 31 citationsarXiv
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