parameter compression

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 BitStack: Any-Size Compression of Large Language Models in Variable Memory Environments ICLR 2025 BlueLM-V-3B: Algorithm and System Co-Design for Multimodal Large Language Models on Mobile Devices CVPR 2025 Constraining Sequential Model Editing with Editing Anchor Compression NAACL 2025 DiTAS: Quantizing Diffusion Transformers via Enhanced Activation Smoothing WACV 2025 Dobi-SVD: Differentiable SVD for LLM Compression and Some New Perspectives ICLR 2025 EffiVLM-BENCH: A Comprehensive Benchmark for Evaluating Training-Free Acceleration in Large Vision-Language Models ACL 2025 FloE: On-the-Fly MoE Inference on Memory-constrained GPU ICML 2025 Heavy Labels Out! Dataset Distillation with Label Space Lightening ICCV 2025 QiMLP: Quantum-inspired Multilayer Perceptron with Strong Correlation Mining and Parameter Compression AAAI 2025 Slender-Mamba: Fully Quantized Mamba in 1.58 Bits From Head to Toe COLING 2025 Task Singular Vectors: Reducing Task Interference in Model Merging CVPR 2025 CoMERA: Computing- and Memory-Efficient Training via Rank-Adaptive Tensor Optimization NeurIPS 2024 OneBit: Towards Extremely Low-bit Large Language Models NeurIPS 2024 Scalable Neural Network Kernels ICLR 2024 Self-Knowledge Distillation for Knowledge Graph Embedding COLING 2024 Compressed MoE ASR Model Based on Knowledge Distillation and Quantization Interspeech 2023 The case for 4-bit precision: k-bit Inference Scaling Laws ICML 2023 Bitwidth Heterogeneous Federated Learning with Progressive Weight Dequantization ICML 2022 On-demand compute reduction with stochastic wav2vec 2.0 Interspeech 2022 Overfitting for Fun and Profit: Instance-Adaptive Data Compression ICLR 2021 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