conftrace_

rank selection

8 papers

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Co-occurring keywords

model compression (3302) neural network (6616) low-rank compression (7) architecture search (39) layer-wise rank (2) rank optimization (9) singular value decomposition (222) low-rank approximation (323) tensor decomposition (375) neural network optimization (1293)

Papers

FLRQ: Faster LLM Quantization with Flexible Low-Rank Matrix Sketching AAAI 2026
BeamLoRA: Beam-Constraint Low-Rank Adaptation ACL 2025
Integrating Independent Layer-Wise Rank Selection with Low-Rank SVD Training for Model Compression: A Theory-Driven Approach IJCAI 2025
Learning Low-Rank Tensor Cores with Probabilistic ℓ0-Regularized Rank Selection for Model Compression IJCAI 2024
MARS: Masked Automatic Ranks Selection in Tensor Decompositions AISTATS 2023
HALOC: Hardware-Aware Automatic Low-Rank Compression for Compact Neural Networks AAAI 2023
Decomposable-Net: Scalable Low-Rank Compression for Neural Networks IJCAI 2021
Low-Rank Compression of Neural Nets: Learning the Rank of Each Layer CVPR 2020