MemoryWalker models every eviction as a branch in a trajectory tree. Keeping only the final compressed path causes time-travel leakage; replaying the full traversal causes a train-inference mismatch.
MemoryWalker: Stop Training Agents on Contexts They Never Saw
Paper: