| Model Fusion via Optimal Transport SP Singh, M Jaggi NeurIPS 2020, 2019 | 164 | 2019 |
| WoodFisher: Efficient Second-Order Approximation for Neural Network Compression SP Singh, D Alistarh NeurIPS 2020, 2020 | 135 | 2020 |
| Optimal Brain Compression: A Framework for Accurate Post-Training Quantization and Pruning E Frantar, SP Singh, D Alistarh NeurIPS 2022, 2022 | 92 | 2022 |
| Signal Propagation in Transformers: Theoretical Perspectives and the Role of Rank Collapse L Noci, S Anagnostidis, L Biggio, A Orvieto, SP Singh, A Lucchi NeurIPS 2022, 2022 | 33 | 2022 |
| Context Mover's Distance & Barycenters: Optimal transport of contexts for building representations SP Singh, A Hug, A Dieuleveut, M Jaggi AISTATS 2020 and ICLR 2019 Workshop on Deep Generative Models, 2018 | 32 | 2018 |
| Analytic Insights into Structure and Rank of Neural Network Hessian Maps SP Singh, G Bachmann, T Hofmann NeurIPS 2021, 2021 | 24 | 2021 |
| Phenomenology of Double Descent in Finite-Width Neural Networks SP Singh, A Lucchi, T Hofmann, B Schölkopf ICLR 2022, 2021 | 10 | 2021 |
| Some Fundamental Aspects about Lipschitz Continuity of Neural Network Functions G Khromov, SP Singh ICLR 2024, 2023 | 8* | 2023 |
| The Hessian perspective into the Nature of Convolutional Neural Networks SP Singh, T Hofmann, B Schölkopf ICML 2023, 2023 | 4 | 2023 |
| Transformer Fusion with Optimal Transport M Imfeld, J Graldi, M Giordano, T Hofmann, S Anagnostidis, SP Singh ICLR 2024, 2023 | 3 | 2023 |
| Rethinking Attention: Exploring Shallow Feed-Forward Neural Networks as an Alternative to Attention Layers in Transformers V Bozic, D Dordevic, D Coppola, J Thommes, SP Singh arXiv preprint arXiv:2311.10642, 2023 | 2 | 2023 |
| GLOSS: Generative Latent Optimization of Sentence Representations SP Singh, A Fan, M Auli arXiv preprint arXiv:1907.06385, 2019 | 2 | 2019 |
| Efficient second-order methods for model compression SP Singh Master Thesis, EPFL, 2020 | 1 | 2020 |
| RaaS and Hierarchical Aggregation Revisited R Ranchal, SP Singh, P Angin, A Mohindra, H Lei, B Bhargava 2017 IEEE International Conference on Web Services (ICWS), 41-48, 2017 | 1 | 2017 |
| SL-FII: Syntactic and Lexical Constraints with Frequency based Iterative Improvement for Disease Mention Recognition in News Headlines SP Singh, S Khosla, S Rustagi, M Patel, D Patel BAI@ IJCAI, 2016 | 1 | 2016 |
| Hallmarks of Optimization Trajectories in Neural Networks and LLMs: The Lengths, Bends, and Dead Ends SP Singh, B He, T Hofmann, B Schölkopf arXiv preprint arXiv:2403.07379, 2024 | | 2024 |
| Towards Meta-Pruning via Optimal Transport A Theus, O Geimer, F Wicke, T Hofmann, S Anagnostidis, SP Singh arXiv preprint arXiv:2402.07839, 2024 | | 2024 |
| Escaping Random Teacher Initialization Enhances Signal Propagation and Representations F Sarnthein, SP Singh, A Orvieto, T Hofmann NeurIPS 2023 Workshop on Mathematics of Modern Machine Learning, 2023 | | 2023 |
| Towards guarantees for parameter isolation in continual learning G Lanzillotta, SP Singh, BF Grewe, T Hofmann arXiv preprint arXiv:2310.01165, 2023 | | 2023 |
| On the curvature of the loss landscape A Pouplin, H Roy, SP Singh, G Arvanitidis arXiv preprint arXiv:2307.04719, 2023 | | 2023 |
Dan AlistarhIST AustriaVerified email at ist.ac.at
