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parameter compression

26 papers

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Co-occurring keywords

model quantization (281) model compression (3302) knowledge distillation (3725) language model (4599) efficient inference (233) parameter reduction (97) large language model (13587) neural network (6616) weight quantization (137) convolutional neural network (4226)

Papers

Double Rounding: Nearly Lossless Adaptive Bit Switching for QAT AAAI 2026
Tackling Resource-Constrained and Data-Heterogeneity in Federated Learning with Double-Weight Sparse Pack AAAI 2026
QiMLP: Quantum-inspired Multilayer Perceptron with Strong Correlation Mining and Parameter Compression AAAI 2025
Heavy Labels Out! Dataset Distillation with Label Space Lightening ICCV 2025
EffiVLM-BENCH: A Comprehensive Benchmark for Evaluating Training-Free Acceleration in Large Vision-Language Models ACL 2025
DiTAS: Quantizing Diffusion Transformers via Enhanced Activation Smoothing WACV 2025
Slender-Mamba: Fully Quantized Mamba in 1.58 Bits From Head to Toe COLING 2025
Constraining Sequential Model Editing with Editing Anchor Compression NAACL 2025
BlueLM-V-3B: Algorithm and System Co-Design for Multimodal Large Language Models on Mobile Devices CVPR 2025
Task Singular Vectors: Reducing Task Interference in Model Merging CVPR 2025
CoMERA: Computing- and Memory-Efficient Training via Rank-Adaptive Tensor Optimization NIPS 2024
Self-Knowledge Distillation for Knowledge Graph Embedding COLING 2024
OneBit: Towards Extremely Low-bit Large Language Models NIPS 2024
The case for 4-bit precision: k-bit Inference Scaling Laws ICML 2023
Compressed MoE ASR Model Based on Knowledge Distillation and Quantization INTERSPEECH 2023
Bitwidth Heterogeneous Federated Learning with Progressive Weight Dequantization ICML 2022
On-demand compute reduction with stochastic wav2vec 2.0 INTERSPEECH 2022
Do We Really Need That Many Parameters In Transformer For Extractive Summarization? Discourse Can Help ! EMNLP 2020
Q-BERT: Hessian Based Ultra Low Precision Quantization of BERT AAAI 2020
Factorization of Discriminatively Trained i-Vector Extractor for Speaker Recognition INTERSPEECH 2019
T-Net: Parametrizing Fully Convolutional Nets With a Single High-Order Tensor CVPR 2019
Learning Compressed Transforms with Low Displacement Rank NIPS 2018
Learning K-way D-dimensional Discrete Codes for Compact Embedding Representations ICML 2018
Structured Word Embedding for Low Memory Neural Network Language Model INTERSPEECH 2018
Compare, Compress and Propagate: Enhancing Neural Architectures with Alignment Factorization for Natural Language Inference EMNLP 2018