conftrace_
← Keywords

model compression

3302 papers

Explore in graph

Also known as

MC

Co-occurring keywords

knowledge distillation (3725) large language model (13587) neural network (6616) efficient computing (781) neural network optimization (1293) transfer learning (5449) convolutional neural network (4226) neural network pruning (265) language model (4599) parameter efficiency (417)

Papers

Efficient Vocabulary Reduction for Small Language Models COLING 2025
Low-Rank Interconnected Adaptation across Layers ACL 2025
OptiPrune: Effective Pruning Approach for Every Target Sparsity COLING 2025
Slender-Mamba: Fully Quantized Mamba in 1.58 Bits From Head to Toe COLING 2025
ShortV: Efficient Multimodal Large Language Models by Freezing Visual Tokens in Ineffective Layers ICCV 2025
Q-Mamba: Towards more efficient Mamba models via post-training quantization ACL 2025
NeuroAda: Activating Each Neuron’s Potential for Parameter-Efficient Fine-Tuning EMNLP 2025
Best Practices for Distilling Large Language Models into BERT for Web Search Ranking COLING 2025
Speed Without Sacrifice: Fine-Tuning Language Models with Medusa and Knowledge Distillation in Travel Applications ACL 2025
ProSparse: Introducing and Enhancing Intrinsic Activation Sparsity within Large Language Models COLING 2025
Logits-Based Finetuning EMNLP 2025
AAIG at GenAI Detection Task 1: Exploring Syntactically-Aware, Resource-Efficient Small Autoregressive Decoders for AI Content Detection COLING 2025
Efficient One-shot Compression via Low-Rank Local Feature Distillation NAACL 2025
Octopus: On-device language model for function calling of software APIs NAACL 2025
ZigZagKV: Dynamic KV Cache Compression for Long-context Modeling based on Layer Uncertainty COLING 2025
Comprehensive and Efficient Distillation for Lightweight Sentiment Analysis Models EMNLP 2025
GAP: a Global Adaptive Pruning Method for Large Language Models EMNLP 2025
Neural Parameter Search for Slimmer Fine-Tuned Models and Better Transfer ACL 2025
Let’s Focus on Neuron: Neuron-Level Supervised Fine-tuning for Large Language Model COLING 2025
EcoLoRA: Communication-Efficient Federated Fine-Tuning of Large Language Models EMNLP 2025
MobiZO: Enabling Efficient LLM Fine-Tuning at the Edge via Inference Engines EMNLP 2025
DiTFastAttnV2: Head-wise Attention Compression for Multi-Modality Diffusion Transformers ICCV 2025
Balcony: A Lightweight Approach to Dynamic Inference of Generative Language Models EMNLP 2025
GRASP: Replace Redundant Layers with Adaptive Singular Parameters for Efficient Model Compression EMNLP 2025
DSMoE: Matrix-Partitioned Experts with Dynamic Routing for Computation-Efficient Dense LLMs EMNLP 2025