conftrace_

parameter efficiency

417 papers

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model compression (3302) transfer learning (5449) convolutional neural network (4226) large language model (13587) mixture of expert (640) knowledge distillation (3725) neural network (6616) language model (4599) neural network optimization (1293) efficient computing (781)

Papers

Token-Context Attention for NLI: An Alternative to Self-Attention AAAI 2026

Sparse Tuning Enhances Plasticity in PTM-based Continual Learning AAAI 2026

Infinity-MoE: Generalizing Mixture of Experts to Infinite Experts EACL 2026

MoLoRA: Boosting LLM-based End-to-end Speech Translation with Mixture of Low-rank Experts AAAI 2026

Union-of-Experts: Neurons in Mixture-of-Experts are Secretly Routers ACL 2026

RelaCtrl: Relevance-Guided Efficient Control for Diffusion Transformers AAAI 2026

Text Slider: Efficient and Plug-and-Play Continuous Concept Control for Image/Video Synthesis via LoRA Adapters WACV 2026

Completely Modular Fine-tuning for Dynamic Language Adaptation EACL 2026

Boosting Fine-Grained Urban Flow Inference via Lightweight Architecture and Focalized Optimization AAAI 2026

LoRA in LoRA: Towards Parameter-Efficient Architecture Expansion for Continual Visual Instruction Tuning AAAI 2026

Share Your Attention: Transformer Weight Sharing via Matrix-based Dictionary Learning AAAI 2026

D2MoRA: Diversity-Regulated Asymmetric MoE-LoRA Decomposition for Efficient Multi-Task Adaptation AAAI 2026

GMoE: Global Mixture of Experts with Logit Propagation ACL 2026

Tailored ViT Slimming: Budget-Aware Multi-Dimensional Sparsity Regularization for Vision Transformers Pruning (Student Abstract) AAAI 2026

R-MMA: Enhancing Vision-Language Models with Recurrent Adapters for Few-Shot and Cross-Domain Generalization WACV 2026

3D Gaussian Point Encoders WACV 2026

NeuronMoE: Efficient Cross-Lingual Extension via Neuron-Guided Mixture-of-Experts EACL 2026

ELO: Efficient Layer-Specific Optimization for Continual Pretraining of Multilingual LLMs EACL 2026

Parameter-Efficient Quality Estimation via Frozen Recursive Models EACL 2026

EchoMimicV3: 1.3B Parameters Are All You Need for Unified Multi-Modal and Multi-Task Human Animation AAAI 2026

PartialNet: Compute Less, Perform Better AAAI 2026

Archaeology at TSAR 2025 Shared Task Teaching Small Models to do CEFR Simplifications EMNLP 2025

FreqMoE: Dynamic Frequency Enhancement for Neural PDE Solvers IJCAI 2025

SoLA: Leveraging Soft Activation Sparsity and Low-Rank Decomposition for Large Language Model Compression AAAI 2025

Hierarchy Knowledge Graph for Parameter-Efficient Entity Embedding IJCAI 2025