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Changwei Gu

2 accepted papers

2026

APT: Towards Universal Scene Graph Generation via Plug-in Adaptive Prompt Tuning

ICLR 2026poster

Scene Graph Generation (SGG) is pivotal for structured visual understanding, yet it remains hindered by a fundamental limitation: the reliance on fixed, frozen semantic representations from pre-trained language models. These semantic priors, while beneficial in other domains, are inherently misalign…

Cited by 0SourcecodeScholar
2025

Sim-LLM: Optimizing LLM Inference at the Edge through Inter-Task KV Reuse

NeurIPS 2025poster

KV cache technology, by storing key-value pairs, helps reduce the computational overhead incurred by *large language models* (LLMs). It facilitates their deployment on resource-constrained edge computing nodes like edge servers. However, as the complexity and size of tasks increase, KV cache usage l…

Cited by 0SourcecodeScholar