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PointEvent is proposed, a lightweight event-wise state-space framework that alternates serialized scans across the complementary orders, progressively consolidating fragmented motion evidence beyond fixed local neighborhoods, and achieves SOTA with the fewest parameters and fastest measured inference among the compared methods.
