2 papers
cs.CL2026
TTSR: Test-Time Self-Evolving via Reflection
Haoyang He, Zihua Rong, Yunjia Zhao +3
Test-time training (TTT) adapts large language models (LLMs) during inference using only unlabeled test inputs. Existing methods, however, face two major bottlenecks on hard reason…
cs.LG2025
Your Attention Matters: to Improve Model Robustness to Noise and Spurious Correlations
Camilo Tamayo-Rousseau, Yunjia Zhao, Yiqun Zhang +1
Self-attention mechanisms are foundational to Transformer architectures, supporting their impressive success in a wide range of tasks. While there are many self-attention variants,…