| LiteASR: Efficient Automatic Speech Recognition with Low-Rank Approximation | Feb 27, 2025 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 2 |
| TT-NF: Tensor Train Neural Fields | Sep 30, 2022 | DenoisingLow-rank compression | CodeCode Available | 1 |
| Compressing Neural Networks: Towards Determining the Optimal Layer-wise Decomposition | Jul 23, 2021 | Low-rank compression | CodeCode Available | 1 |
| Unified Low-rank Compression Framework for Click-through Rate Prediction | May 28, 2024 | Click-Through Rate PredictionLow-rank compression | CodeCode Available | 1 |
| Basis Selection: Low-Rank Decomposition of Pretrained Large Language Models for Target Applications | May 24, 2024 | Code GenerationLow-rank compression | —Unverified | 0 |
| Cognitive Memory in Large Language Models | Apr 3, 2025 | Low-rank compressionMamba | —Unverified | 0 |
| Communication-Efficient Federated Learning with Dual-Side Low-Rank Compression | Apr 26, 2021 | Federated LearningLow-rank compression | —Unverified | 0 |
| Data-aware Low-Rank Compression for Large NLP Models | Jan 1, 2021 | Low-rank compressionMRPC | —Unverified | 0 |
| FedHM: Efficient Federated Learning for Heterogeneous Models via Low-rank Factorization | Nov 29, 2021 | Distributed ComputingFederated Learning | —Unverified | 0 |
| A Highly Effective Low-Rank Compression of Deep Neural Networks with Modified Beam-Search and Modified Stable Rank | Nov 30, 2021 | Low-rank compressionQuantization | —Unverified | 0 |
| AntMan: Sparse Low-Rank Compression to Accelerate RNN inference | Oct 2, 2019 | Knowledge DistillationLow-rank compression | —Unverified | 0 |
| Approximate FPGA-based LSTMs under Computation Time Constraints | Jan 7, 2018 | Autonomous VehiclesImage Captioning | —Unverified | 0 |
| ELRT: Efficient Low-Rank Training for Compact Convolutional Neural Networks | Jan 18, 2024 | Low-rank compressionModel Compression | —Unverified | 0 |
| Feature-based Low-Rank Compression of Large Language Models via Bayesian Optimization | May 17, 2024 | Bayesian OptimizationLow-rank compression | —Unverified | 0 |
| Adaptive Pruning of Pretrained Transformer via Differential Inclusions | Jan 6, 2025 | Low-rank compression | —Unverified | 0 |
| HALOC: Hardware-Aware Automatic Low-Rank Compression for Compact Neural Networks | Jan 20, 2023 | GPULow-rank compression | —Unverified | 0 |
| LoRC: Low-Rank Compression for LLMs KV Cache with a Progressive Compression Strategy | Oct 4, 2024 | GPULow-rank compression | —Unverified | 0 |
| Low-Rank Compression for IMC Arrays | Feb 10, 2025 | Low-rank compressionModel Compression | —Unverified | 0 |
| MLorc: Momentum Low-rank Compression for Large Language Model Adaptation | Jun 2, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Penrose Tiled Low-Rank Compression and Section-Wise Q&A Fine-Tuning: A General Framework for Domain-Specific Large Language Model Adaptation | Mar 28, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Semi-tensor Product-based TensorDecomposition for Neural Network Compression | Sep 30, 2021 | Low-rank compressionNeural Network Compression | —Unverified | 0 |
| Theoretical Guarantees for Low-Rank Compression of Deep Neural Networks | Feb 4, 2025 | Low-rank compressionModel Compression | —Unverified | 0 |
| DRONE: Data-aware Low-rank Compression for Large NLP Models | Dec 1, 2021 | Low-rank compressionMRPC | —Unverified | 0 |
| Dynamical Low-Rank Compression of Neural Networks with Robustness under Adversarial Attacks | May 12, 2025 | Adversarial RobustnessLow-rank compression | —Unverified | 0 |
| Domain-adaptive deep network compression | Sep 4, 2017 | Low-rank compression | CodeCode Available | 0 |
