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Papers
Fast Matrix Multiplications for Lookup Table-Quantized LLMs
EMNLP 2024
Fed-QSSL: A Framework for Personalized Federated Learning under Bitwidth and Data Heterogeneity
AAAI 2024
FlattenQuant: Breaking through the Inference Compute-bound for Large Language Models with Per-tensor Quantization
COLING 2024
How Does Quantization Affect Multilingual LLMs?
EMNLP 2024
Incremental Randomized Smoothing Certification
ICLR 2024
InfantCryNet: A Data-driven Framework for Intelligent Analysis of Infant Cries
ACML 2024
Instance-Aware Group Quantization for Vision Transformers
CVPR 2024
IntactKV: Improving Large Language Model Quantization by Keeping Pivot Tokens Intact
ACL 2024
Lisbon Computational Linguists at SemEval-2024 Task 2: Using a Mistral-7B Model and Data Augmentation
SemEval 2024
LLMC: Benchmarking Large Language Model Quantization with a Versatile Compression Toolkit
EMNLP 2024
LLM-QAT: Data-Free Quantization Aware Training for Large Language Models
ACL 2024
LoftQ: LoRA-Fine-Tuning-aware Quantization for Large Language Models
ICLR 2024
LoQT: Low-Rank Adapters for Quantized Pretraining
NeurIPS 2024
Med-DANet V2: A Flexible Dynamic Architecture for Efficient Medical Volumetric Segmentation
WACV 2024
MobileNVC: Real-Time 1080p Neural Video Compression on a Mobile Device
WACV 2024
MobileQuant: Mobile-friendly Quantization for On-device Language Models
EMNLP 2024
Nearest is Not Dearest: Towards Practical Defense against Quantization-conditioned Backdoor Attacks
CVPR 2024
Network Memory Footprint Compression Through Jointly Learnable Codebooks and Mappings
ICLR 2024
NoMAD-Attention: Efficient LLM Inference on CPUs Through Multiply-add-free Attention
NeurIPS 2024
Norm Tweaking: High-Performance Low-Bit Quantization of Large Language Models
AAAI 2024
OneBit: Towards Extremely Low-bit Large Language Models
NeurIPS 2024
One-pass Multiple Conformer and Foundation Speech Systems Compression and Quantization Using An All-in-one Neural Model
Interspeech 2024
Prefixing Attention Sinks can Mitigate Activation Outliers for Large Language Model Quantization
EMNLP 2024
Proofread: Fixes All Errors with One Tap
ACL 2024
PTMQ: Post-training Multi-Bit Quantization of Neural Networks
AAAI 2024