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Experiments on the LoCoMo and PersonaMem benchmarks, under both Qwen3-8B and Qwen3-14B backbones, show that AutoViewMem improves long-horizon question answering and personalization over strong memory baselines while preserving a simple inference pipeline.
FreqAnchorAD is proposed, a frequency-aware framework that organizes frequency-enhanced responses for anchor-relative anomaly discrimination and achieves state-of-the-art mean performance in image-level anomaly recognition and pixel-level defect localization.
Harness-G, a graph-structured retrieval framework that reformulates free-form query generation as finite action selection, and introduces Structured Non-myopic Credit (SNC), which uses a frozen answer scorer to compare the selected action with its alternatives and assigns downstream gains to the earlier actions that en...
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