Model Compression

Efficient AMR Parsing with CLAP: Compact Linearization with an Adaptable Parser COLING 2024 Efficient Low-Dimensional Compression of Overparameterized Models AISTATS 2024 Efficient Multi-task LLM Quantization and Serving for Multiple LoRA Adapters NeurIPS 2024 Efficient Reinforcement Learning by Discovering Neural Pathways NeurIPS 2024 Efficient Stitchable Task Adaptation CVPR 2024 EffiLearner: Enhancing Efficiency of Generated Code via Self-Optimization NeurIPS 2024 EFUF: Efficient Fine-Grained Unlearning Framework for Mitigating Hallucinations in Multimodal Large Language Models EMNLP 2024 Enhancing In-Context Learning Performance with just SVD-Based Weight Pruning: A Theoretical Perspective NeurIPS 2024 Enhancing Post-training Quantization Calibration through Contrastive Learning CVPR 2024 Enhancing Training Data Attribution for Large Language Models with Fitting Error Consideration EMNLP 2024 Entropy Induced Pruning Framework for Convolutional Neural Networks AAAI 2024 EPSD: Early Pruning with Self-Distillation for Efficient Model Compression AAAI 2024 ESPACE: Dimensionality Reduction of Activations for Model Compression NeurIPS 2024 Expanding Sparse Tuning for Low Memory Usage NeurIPS 2024 Exploiting Activation Sparsity with Dense to Dynamic-k Mixture-of-Experts Conversion NeurIPS 2024 Exploiting Label Skews in Federated Learning with Model Concatenation AAAI 2024 Exploring Domain Robust Lightweight Reward Models based on Router Mechanism ACL 2024 Exploring Intrinsic Language-specific Subspaces in Fine-tuning Multilingual Neural Machine Translation EMNLP 2024 Extending Context Window of Large Language Models from a Distributional Perspective EMNLP 2024 FALCON: FLOP-Aware Combinatorial Optimization for Neural Network Pruning AISTATS 2024 FanLoRA: Fantastic LoRAs and Where to Find Them in Large Language Model Fine-tuning EMNLP 2024 Fast and Controllable Post-training Sparsity: Learning Optimal Sparsity Allocation with Global Constraint in Minutes AAAI 2024 Faster and Lighter LLMs: A Survey on Current Challenges and Way Forward IJCAI 2024 FastFiD: Improve Inference Efficiency of Open Domain Question Answering via Sentence Selection ACL 2024 Fast Forwarding Low-Rank Training EMNLP 2024