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Model Compression

1674 directly classified papers

Papers per year

Papers

BOLD: Boolean Logic Deep Learning NIPS 2024
VPTQ: Extreme Low-bit Vector Post-Training Quantization for Large Language Models EMNLP 2024
Breaking ReLU Barrier: Generalized MoEfication for Dense Pretrained Models EMNLP 2024
Mixture-of-Subspaces in Low-Rank Adaptation EMNLP 2024
LoRA-Guard: Parameter-Efficient Guardrail Adaptation for Content Moderation of Large Language Models EMNLP 2024
Multilinear Mixture of Experts: Scalable Expert Specialization through Factorization NIPS 2024
Taylor Unswift: Secured Weight Release for Large Language Models via Taylor Expansion EMNLP 2024
Layer Attack Unlearning: Fast and Accurate Machine Unlearning via Layer Level Attack and Knowledge Distillation AAAI 2024
Provable Robustness against a Union of L_0 Adversarial Attacks AAAI 2024
EAGLE-2: Faster Inference of Language Models with Dynamic Draft Trees EMNLP 2024
HEPrune: Fast Private Training of Deep Neural Networks With Encrypted Data Pruning NIPS 2024
StepbaQ: Stepping backward as Correction for Quantized Diffusion Models NIPS 2024
PTQ4DiT: Post-training Quantization for Diffusion Transformers NIPS 2024
Efficient Multi-task LLM Quantization and Serving for Multiple LoRA Adapters NIPS 2024
Find the Lady: Permutation and Re-synchronization of Deep Neural Networks AAAI 2024
ShareBERT: Embeddings Are Capable of Learning Hidden Layers AAAI 2024
CIDR: A Cooperative Integrated Dynamic Refining Method for Minimal Feature Removal Problem AAAI 2024
Memory-Efficient Reversible Spiking Neural Networks AAAI 2024
PTMQ: Post-training Multi-Bit Quantization of Neural Networks AAAI 2024
BiPFT: Binary Pre-trained Foundation Transformer with Low-Rank Estimation of Binarization Residual Polynomials AAAI 2024
Test-Time Domain Adaptation by Learning Domain-Aware Batch Normalization AAAI 2024
BVT-IMA: Binary Vision Transformer with Information-Modified Attention AAAI 2024
Towards Efficient Verification of Quantized Neural Networks AAAI 2024
AQ-DETR: Low-Bit Quantized Detection Transformer with Auxiliary Queries AAAI 2024
Building Variable-Sized Models via Learngene Pool AAAI 2024