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Model Compression

1928 directly classified papers

Papers per year

Papers

Robust SAM: On the Adversarial Robustness of Vision Foundation Models AAAI 2025

Free Lunch in the Forest: Functionally-Identical Pruning of Boosted Tree Ensembles AAAI 2025

Adaptive Dual Guidance Knowledge Distillation AAAI 2025

Neural Collapse Inspired Knowledge Distillation AAAI 2025

Exploring Model Editing for LLM-based Aspect-Based Sentiment Classification AAAI 2025

AdaSkip: Adaptive Sublayer Skipping for Accelerating Long-Context LLM Inference AAAI 2025

Prompt Compression with Context-Aware Sentence Encoding for Fast and Improved LLM Inference AAAI 2025

Speculative Decoding for Multi-Sample Inference EMNLP 2025

Human-Inspired Obfuscation for Model Unlearning: Local and Global Strategies with Hyperbolic Representations EMNLP 2025

A Stitch in Time Saves Nine: Small VLM is a Precise Guidance for Accelerating Large VLMs CVPR 2025

LLMs on a Budget? Say HOLA EMNLP 2025

MeRino: Entropy-Driven Design for Generative Language Models on IoT Devices AAAI 2025

FPE2M2: Approaching Lossless and Efficient Quantization with Native Floating Point ACL 2025

LoRACoE: Improving Large Language Model via Composition-based LoRA Expert EMNLP 2025

FlexiDiT: Your Diffusion Transformer Can Easily Generate High-Quality Samples with Less Compute CVPR 2025

Practical Offloading for Fine-Tuning LLM on Commodity GPU via Learned Sparse Projectors AAAI 2025

Less, but Better: Efficient Multilingual Expansion for LLMs via Layer-wise Mixture-of-Experts ACL 2025

Split-Merge: Scalable and Memory-Efficient Merging of Expert LLMs EMNLP 2025

Security Attacks on LLM-based Code Completion Tools AAAI 2025

A Drop-In Solution for On-the-Fly Adaptation of Speculative Decoding in Large Language Models ACL 2025

Evading Toxicity Detection with ASCII-art: A Benchmark of Spatial Attacks on Moderation Systems ACL 2025

YNU at SemEval-2025 Task 4: Synthetic Token Alternative Training for LLM Unlearning ACL 2025

ASER: Activation Smoothing and Error Reconstruction for Large Language Model Quantization AAAI 2025

Squeezed Attention: Accelerating Long Context Length LLM Inference ACL 2025

Assigning Distinct Roles to Quantized and Low-Rank Matrices Toward Optimal Weight Decomposition ACL 2025