Signal Processing · Electrical Eng. & Systems
Towards Intelligent Communications: Large Model Empowered Semantic Communications
Huiqiang Xie, Zhijin Qin, Xiaoming Tao, Zhu Han
2024-03-20
Computation and Language · Computer Science
Model Compression and Efficient Inference for Large Language Models: A Survey
Wenxiao Wang, Wei Chen, Yicong Luo, Yongliu Long +5
2024-02-16
Machine Learning · Computer Science
Augmenting Parameter-Efficient Pre-trained Language Models with Large Language Models
Saurabh Anand, Shubham Malaviya, Manish Shukla, Sachin Lodha
2026-02-04
Computation and Language · Computer Science
Demystifying Embedding Spaces using Large Language Models
Guy Tennenholtz, Yinlam Chow, Chih-Wei Hsu, Jihwan Jeong +5
2024-03-14
Signal Processing · Electrical Eng. & Systems
Semantic Communications using Foundation Models: Design Approaches and Open Issues
Peiwen Jiang, Chao-Kai Wen, Xinping Yi, Xiao Li +2
2024-10-28
Computation and Language · Computer Science
Let Models Speak Ciphers: Multiagent Debate through Embeddings
Chau Pham, Boyi Liu, Yingxiang Yang, Zhengyu Chen +5
2024-02-27
Computation and Language · Computer Science
Can Language Model Understand Word Semantics as A Chatbot? An Empirical Study of Language Model Internal External Mismatch
Jinman Zhao, Xueyan Zhang, Xingyu Yue, Weizhe Chen +2
2024-09-24
Cryptography and Security · Computer Science
Encrypted Large Model Inference: The Equivariant Encryption Paradigm
James Buban, Hongyang Zhang, Claudio Angione, Harry Yang +9
2025-02-04
Computation and Language · Computer Science
Prediction is not Explanation: Revisiting the Explanatory Capacity of Mapping Embeddings
Hanna Herasimchyk, Alhassan Abdelhalim, Sören Laue, Michaela Regneri
2025-08-20
Computation and Language · Computer Science
LLMs Explain't: A Post-Mortem on Semantic Interpretability in Transformer Models
Alhassan Abdelhalim, Janick Edinger, Sören Laue, Michaela Regneri
2026-02-02
Computation and Language · Computer Science
Fast Vocabulary Transfer for Language Model Compression
Leonidas Gee, Andrea Zugarini, Leonardo Rigutini, Paolo Torroni
2024-02-16
Computation and Language · Computer Science
Pretraining with hierarchical memories: separating long-tail and common knowledge
Hadi Pouransari, David Grangier, C Thomas, Michael Kirchhof +1
2026-03-24
Computation and Language · Computer Science
Towards Intrinsic Interpretability of Large Language Models:A Survey of Design Principles and Architectures
Yutong Gao, Qinglin Meng, Yuan Zhou, Liangming Pan
2026-04-21
Cryptography and Security · Computer Science
Privacy-Preserving Large Language Models: Mechanisms, Applications, and Future Directions
Guoshenghui Zhao, Eric Song
2024-12-10
Computer Vision and Pattern Recognition · Computer Science
Privacy-Preserving Deep Inference for Rich User Data on The Cloud
Seyed Ali Osia, Ali Shahin Shamsabadi, Ali Taheri, Kleomenis Katevas +3
2017-10-13
Computation and Language · Computer Science
A Survey on Inference Engines for Large Language Models: Perspectives on Optimization and Efficiency
Sihyeong Park, Sungryeol Jeon, Chaelyn Lee, Seokhun Jeon +2
2025-11-27
Computation and Language · Computer Science
Towards Uncovering How Large Language Model Works: An Explainability Perspective
Haiyan Zhao, Fan Yang, Bo Shen, Himabindu Lakkaraju +1
2024-04-17
Computation and Language · Computer Science
PrivacyMind: Large Language Models Can Be Contextual Privacy Protection Learners
Yijia Xiao, Yiqiao Jin, Yushi Bai, Yue Wu +9
2024-10-29