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From the 3 of 4 linked papers with an AI index.

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4 papers

cs.CV2026

TraceCLIP: Recovering Local Semantics from Patch-to-CLS Contributions

Xinran Liu, Shouqian Shi, Yutong Chen +3

The paper presents TraceCLIP, a training‑free method that extracts patch‑level semantic information from CLIP's CLS attention output to improve zero‑shot dense vision‑language task…

cs.AI2026

Penelope: Localized Latent Recurrence for Efficient Structured Reasoning

Yutong Chen, Shouqian Shi, Xinran Liu +5

Penelope introduces a method that adds a localized recurrent computation within a decoder-only Transformer to perform structured reasoning efficiently, using a latent space instead…

cs.CL2026

IRIS: Reusable Identity Representations from Frozen LLMs for Entity Alignment

Xinran Liu, Shengtao Li, Shouqian Shi +2

The paper introduces IRIS, a training-free method that uses frozen large language models to generate stable identity signatures for entities, enabling direct similarity-based align…

cs.DB2025

Outback: Fast and Communication-efficient Index for Key-Value Store on Disaggregated Memory

Yi Liu, Minghao Xie, Shouqian Shi +3

Disaggregated memory systems achieve resource utilization efficiency and system scalability by distributing computation and memory resources into distinct pools of nodes. RDMA is a…