2 papers
cs.AI2026
SALA: Semantic-Aware Logical Alignment for Complex Reasoning in In-Context Learning
Zhao Ji, Wenqing Chen, Zhixuan Chu +4
Effective in-context learning (ICL) for complex reasoning relies on selecting the right demonstrations. Traditional retrieval methods based on surface similarity fail to capture th…
cs.AI2026
ECHO: An Auditable Dual-Path Memory System for Long-Horizon Agents
Yu Qian, Hong Miao, Boyang Guo +5
Long-horizon agents require more than retrieval over stored conversations: they must preserve source evidence, revise outdated knowledge, and distinguish relevant memories from suf…