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Knowledge Distillation

2907 directly classified papers

Papers per year

Papers

EM-KD: Distilling Efficient Multimodal Large Language Model with Unbalanced Vision Tokens AAAI 2026
Self-Correction Distillation for Structured Data Question Answering AAAI 2026
Hala Technical Report Building Arabic-Centric Instruction & Translation Models at Scale EACL 2026
DICE: Distilling Classifier-Free Guidance into Text Embeddings AAAI 2026
Driving with Advice: Large Model as Motion Advisor for Joint Planning AAAI 2026
RecCocktail: A Generalizable and Efficient Framework for LLM-Based Recommendation AAAI 2026
D²-VPR: A Parameter-efficient Visual-foundation-model-based Visual Place Recognition Method via Knowledge Distillation and Deformable Aggregation AAAI 2026
DSFedMed: Dual-Scale Federated Medical Image Segmentation via Mutual Distillation Between Foundation and Lightweight Models AAAI 2026
MapCoder-Lite: Distilling Multi-Agent Coding into a Single Small LLM EACL 2026
LeanRAG: Knowledge-Graph-Based Generation with Semantic Aggregation and Hierarchical Retrieval AAAI 2026
Intention-Adaptive LLM Fine-Tuning for Text Revision Generation EACL 2026
CrowdSelect: SyntheticInstruction Data Selection with Multi-LLM Wisdom EACL 2026
DWA-KD: Dual-Space Weighting and Time-Warped Alignment for Cross-Tokenizer Knowledge Distillation EACL 2026
Learning to Collaborate: An Orchestrated-Decentralized Framework for Peer-to-Peer LLM Federation AAAI 2026
RLKD: Distilling LLMs’ Reasoning via Reinforcement Learning AAAI 2026
DITTO: A Spoofing Attack Framework on Watermarked LLMs via Knowledge Distillation EACL 2026
Poisoned Distillation: Injecting Backdoors into Distilled Datasets Without Raw Data Access AAAI 2026
Adaptive Piecewise Distillation for Efficient LiDAR Data Generation AAAI 2026
Heterogeneous Complementary Distillation AAAI 2026
Enhancing User Safety: Context-Aware Detection of Offensive Query-Ad Pairs in Multimodal Search Advertising EACL 2026
GAGS: Granularity-Aware Feature Distillation for Language Gaussian Splatting AAAI 2026
TimeCAP: A Channel-Aware Pre-Training Framework for Multivariate Time Series Forecasting AAAI 2026
Beyond One-Step Distillation: Bridging the Capacity Gap in Small Language Models via Multi-Step Knowledge Transfer EACL 2026
Tell as You Want: Customizing Image Narrative with Knowledge and Thoughts AAAI 2026
An improved architecture for part-based animal re-identification through semantic segmentation distillation WACV 2026