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Model Compression

1,952 papers

Papers per year

6
114
489
'15
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'25

Papers

FG-OrIU: Towards Better Forgetting via Feature-Gradient Orthogonality for Incremental Unlearning ICCV 2025
Allowing Oscillation Quantization: Overcoming Solution Space Limitation in Low Bit-Width Quantization ICCV 2025
Unlocking the Potential of Lightweight Quantized Models for Deepfake Detection IJCAI 2025
Rethinking Removal Attack and Fingerprinting Defense for Model Intellectual Property Protection: A Frequency Perspective IJCAI 2025
Aggregation Mechanism Based Graph Heterogeneous Networks Distillation IJCAI 2025
Block Circulant Adapter for Large Language Models IJCAI 2025
Not All Layers of LLMs Are Necessary During Inference IJCAI 2025
Integrating Independent Layer-Wise Rank Selection with Low-Rank SVD Training for Model Compression: A Theory-Driven Approach IJCAI 2025
FreqMoE: Dynamic Frequency Enhancement for Neural PDE Solvers IJCAI 2025
Misclassification-driven Fingerprinting for DNNs Using Frequency-aware GANs IJCAI 2025
FBQuant: FeedBack Quantization for Large Language Models IJCAI 2025
Accurate Sublayer Pruning for Large Language Models by Exploiting Latency and Tunability Information IJCAI 2025
MPPQ: Enhancing Post-Training Quantization for LLMs via Mixed Supervision, Proxy Rounding, and Pre-Searching IJCAI 2025
GQSA: Group Quantization and Sparsity for Accelerating Large Language Model Inference IJCNLP 2025
Multilingual Iterative Model Pruning: What Matters? IJCNLP 2025
Interpreting the Effects of Quantization on LLMs IJCNLP 2025
LiteLMGuard: Seamless and Lightweight On-Device Guardrails for Small Language Models against Quantization Vulnerabilities IJCNLP 2025
SemShareKV: Efficient KVCache Sharing for Semantically Similar Prompts via Token-Level LSH Matching IJCNLP 2025
UnsafeChain: Enhancing Reasoning Model Safety via Hard Cases IJCNLP 2025
Revisiting Intermediate-Layer Matching in Knowledge Distillation: Layer-Selection Strategy Doesn’t Matter (Much) IJCNLP 2025
PHLoRA: data-free Post-hoc Low-Rank Adapter extraction from full-rank checkpoint IJCNLP 2025
BitNet: 1-bit Pre-training for Large Language Models JMLR 2025
Efficient Knowledge Deletion from Trained Models Through Layer-wise Partial Machine Unlearning JMLR 2025
FlexiGPT: Pruning and Extending Large Language Models with Low-Rank Weight Sharing NAACL 2025
Probe-Free Low-Rank Activation Intervention NAACL 2025