LT-Mem: Volatility-Aware Spatio-Temporal Memory for Lifelong Scene Understanding

Long-term robot operation in evolving environments requires object-level understanding that persists across repeated revisits. Existing systems either overwrite history to maintain an up-to-date map or store semantic snapshots without consistent cross-session object identity, resulting in temporal a...