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Model Compression

139 directly classified papers

Papers per year

Papers

DIVE into MoE: Diversity-Enhanced Reconstruction of Large Language Models from Dense into Mixture-of-Experts ACL 2025
Scaling Laws and Efficient Inference for Ternary Language Models ACL 2025
ACECODER: Acing Coder RL via Automated Test-Case Synthesis ACL 2025
Fusing Pruned and Backdoored Models: Optimal Transport-based Data-free Backdoor Mitigation AAAI 2025
Unraveling LoRA Interference: Orthogonal Subspaces for Robust Model Merging ACL 2025
P2 Law: Scaling Law for Post-Training After Model Pruning ACL 2025
ABQ-LLM: Arbitrary-Bit Quantized Inference Acceleration for Large Language Models AAAI 2025
Faster Speculative Decoding via Effective Draft Decoder with Pruned Candidate Tree ACL 2025
Task-Agnostic Language Model Watermarking via High Entropy Passthrough Layers AAAI 2025
Wasserstein Distance Constraint and Parameter Sparsification for Batched and Iterative Knowledge Editing AAAI 2025
CoT-Valve: Length-Compressible Chain-of-Thought Tuning ACL 2025
LESA: Learnable LLM Layer Scaling-Up ACL 2025
VQ4DiT: Efficient Post-Training Vector Quantization for Diffusion Transformers AAAI 2025
Towards Robust and Efficient Federated Low-Rank Adaptation with Heterogeneous Clients ACL 2025
CodecNeRF: Toward Fast Encoding and Decoding, Compact, and High-quality Novel-view Synthesis AAAI 2025
A New Federated Learning Framework Against Gradient Inversion Attacks AAAI 2025
HoneypotNet: Backdoor Attacks Against Model Extraction AAAI 2025
Thinking in Granularity: Dynamic Quantization for Image Super-Resolution by Intriguing Multi-Granularity Clues AAAI 2025
ICP: Immediate Compensation Pruning for Mid-to-high Sparsity CVPR 2025
Toward Efficient Data-Free Unlearning AAAI 2025
Talking Head Anime 4: Distillation for Real-Time Performance WACV 2025
ASER: Activation Smoothing and Error Reconstruction for Large Language Model Quantization AAAI 2025
Model Unlearning via Sparse Autoencoder Subspace Guided Projections EMNLP 2025
OmniMark: Efficient and Scalable Latent Diffusion Model Fingerprinting AAAI 2025
Bypass Back-propagation: Optimization-based Structural Pruning for Large Language Models via Policy Gradient ACL 2025