3 papers
cs.LG2026
When Symbol Names Should Not Matter: A Logistic Theory of Fresh-Symbol Classification
Wenjie Guan, Jelena Bradic
Template tasks have emerged as a clean testbed for asking whether transformers reason with abstract symbols rather than concrete token names. We study the fixed-label classificatio…
cs.IT2025
On the Stochastic Analysis of Random Linear Streaming Codes in Multi-Hop Relay Networks
Kai Huang, Xinyu Xie, Chunpeng Chen +3
In this paper, we aim to explore the stochastic performance limit of large-field-size Random Linear Streaming Codes (RLSCs) in multi-hop relay networks. In our model, a source tran…
cs.IT2025
On the Analysis of Random Linear Streaming Codes in Stochastic Channels
Kai Huang, Wenjie Guan, Xiaoran Wang +2
Random Linear Streaming Codes (RLSCs) can dramatically reduce the queuing delay of block codes in real-time services. In this paper, we aim to explore the fundamental limit of larg…