Learned policies for short-term-to-long-term memory transfer in temporal knowledge graphs outperform baselines on the RoomKG benchmark with capacity 128.
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2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
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TIDE augments standard transformers with per-layer token embedding injection via an ensemble of memory blocks and a depth-conditioned router to mitigate rare-token undertraining and contextual collapse.
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Short-Term-to-Long-Term Memory Transfer for Knowledge Graphs under Partial Observability
Learned policies for short-term-to-long-term memory transfer in temporal knowledge graphs outperform baselines on the RoomKG benchmark with capacity 128.
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TIDE: Every Layer Knows the Token Beneath the Context
TIDE augments standard transformers with per-layer token embedding injection via an ensemble of memory blocks and a depth-conditioned router to mitigate rare-token undertraining and contextual collapse.