Preprint
Aug 2026
TARL: Transaction-Aware Reliable Ledgers for Executable Memory Management in Long-Term Agents
TARL is introduced, a memory state update framework that maps each statement to one of five executable actions and is trained by comparing the memory states produced by alternative update operations, encouraging the model to select the operation that leads to the correct result.
Han Xiao, Hongjun Xu, Xin Zhang et al.
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