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Model Compression

1503 directly classified papers

Papers per year

Papers

KOALA: Empirical Lessons Toward Memory-Efficient and Fast Diffusion Models for Text-to-Image Synthesis NIPS 2024
LoRA-GA: Low-Rank Adaptation with Gradient Approximation NIPS 2024
Weighted Layer Averaging RoBERTa for Black-Box Machine-Generated Text Detection SEMEVAL 2024
CoDi: Conditional Diffusion Distillation for Higher-Fidelity and Faster Image Generation CVPR 2024
Denoising Diffusion Path: Attribution Noise Reduction with An Auxiliary Diffusion Model NIPS 2024
TuneTables: Context Optimization for Scalable Prior-Data Fitted Networks NIPS 2024
Cross-model Control: Improving Multiple Large Language Models in One-time Training NIPS 2024
Expanding Sparse Tuning for Low Memory Usage NIPS 2024
BitsFusion: 1.99 bits Weight Quantization of Diffusion Model NIPS 2024
A Survey on Efficient Federated Learning Methods for Foundation Model Training IJCAI 2024
Revisiting Neural Networks for Continual Learning: An Architectural Perspective IJCAI 2024
KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization NIPS 2024
Sentence-Level or Token-Level? A Comprehensive Study on Knowledge Distillation IJCAI 2024
SwitchHead: Accelerating Transformers with Mixture-of-Experts Attention NIPS 2024
CoMERA: Computing- and Memory-Efficient Training via Rank-Adaptive Tensor Optimization NIPS 2024
Faster and Lighter LLMs: A Survey on Current Challenges and Way Forward IJCAI 2024
The Trade-off between Performance, Efficiency, and Fairness in Adapter Modules for Text Classification NAACL 2024
DISP-LLM: Dimension-Independent Structural Pruning for Large Language Models NIPS 2024
MEMORY-VQ: Compression for Tractable Internet-Scale Memory NAACL 2024
Structured Unrestricted-Rank Matrices for Parameter Efficient Finetuning NIPS 2024
TueCICL at SemEval-2024 Task 8: Resource-efficient approaches for machine-generated text detection SEMEVAL 2024
Learning to Compress Prompt in Natural Language Formats NAACL 2024
Hollowed Net for On-Device Personalization of Text-to-Image Diffusion Models NIPS 2024
SequentialAttention++ for Block Sparsification: Differentiable Pruning Meets Combinatorial Optimization NIPS 2024
The Ups and Downs of Large Language Model Inference with Vocabulary Trimming by Language Heuristics NAACL 2024