← Core AI
Artificial Intelligence › Core AI ›

Model Compression

1928 directly classified papers

Papers per year

Papers

AlphaLoRA: Assigning LoRA Experts Based on Layer Training Quality EMNLP 2024
ApiQ: Finetuning of 2-Bit Quantized Large Language Model EMNLP 2024
BS-PLCNet 2: Two-stage Band-split Packet Loss Concealment Network with Intra-model Knowledge Distillation INTERSPEECH 2024
Extremely efficient online query encoding for dense retrieval NAACL 2024
Cherry on Top: Parameter Heterogeneity and Quantization in Large Language Models NIPS 2024
Finding Lottery Tickets in Vision Models via Data-driven Spectral Foresight Pruning CVPR 2024
Resource-Efficient Transformer Pruning for Finetuning of Large Models CVPR 2024
Attention-Driven Training-Free Efficiency Enhancement of Diffusion Models CVPR 2024
Memory-Efficient Fine-Tuning of Transformers via Token Selection EMNLP 2024
MERGE: Fast Private Text Generation AAAI 2024
UniPTS: A Unified Framework for Proficient Post-Training Sparsity CVPR 2024
Fairness-Aware Structured Pruning in Transformers AAAI 2024
All Rivers Run to the Sea: Private Learning with Asymmetric Flows CVPR 2024
NYU CTF Bench: A Scalable Open-Source Benchmark Dataset for Evaluating LLMs in Offensive Security NIPS 2024
Rebuilding ROME : Resolving Model Collapse during Sequential Model Editing EMNLP 2024
DiffHammer: Rethinking the Robustness of Diffusion-Based Adversarial Purification NIPS 2024
To Forget or Not? Towards Practical Knowledge Unlearning for Large Language Models EMNLP 2024
Optimize Weight Rounding via Signed Gradient Descent for the Quantization of LLMs EMNLP 2024
ATQ: Activation Transformation forWeight-Activation Quantization of Large Language Models EMNLP 2024
BPQP: A Differentiable Convex Optimization Framework for Efficient End-to-End Learning NIPS 2024
Structured Optimal Brain Pruning for Large Language Models EMNLP 2024
SecCoder: Towards Generalizable and Robust Secure Code Generation EMNLP 2024
ALPS: Improved Optimization for Highly Sparse One-Shot Pruning for Large Language Models NIPS 2024
SparseGrad: A Selective Method for Efficient Fine-tuning of MLP Layers EMNLP 2024
Mitigating the Language Mismatch and Repetition Issues in LLM-based Machine Translation via Model Editing EMNLP 2024