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mingsheng shang

AAAI 2026×3ACL 2026×2ICML 2026推理效率与系统安全多模态对齐与偏好
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0 一作 · 6 篇 · AAAI 2026 / ACL 2026 / ICML 2026

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2026 顶会论文

6
作者位次 #3/3ICML 2026Poster· Applications / Robotics

Rethinking Instruction Drift as a Sampling Error: SNR-Aware Power Distributions for Long-Horizon Robotic Planning

Kewei Chen · Yayu Long · mingsheng shang

作者位次 #4/4ACL 2026Findings· Findings of ACL

ATAAT : Adaptive Threat-Aware Adversarial Tuning Framework against Backdoor Attacks on Vision-Language-Action Models

Kewei Chen · Yayu Long · Shuai Li · mingsheng shang

摘要

Addressing the escalating security vulnerabilities in Vision-Language-Action (VLA) models, this study investigates backdoor attacks targeting the visual pathway. We identify a core obstacle causing the failure of traditional attack paradigms: “Gradient Interference.” This phenomenon represents an...

安全多模态推理OpenReview 项目页
作者位次 #4/4ACL 2026Findings· Findings of ACL

E lastic F low: One-Step Physics-Consistent Policy with Elastic Time Horizons for Language-Guided Manipulation

Kewei Chen · Yayu Long · Shuai Li · mingsheng shang

摘要

Diffusion policies have demonstrated exceptional performance in embodied AI. However, their iterative denoising process results in high latency, and existing acceleration methods often sacrifice physical consistency. To address this, we propose ElasticFlow, a distillation-free, physics-consistent...

效率与系统对齐与偏好可解释性OpenReview 项目页
作者位次 #3/3AAAI 2026Poster· Artificial Intelligence

PIPHEN: Physical Interaction Prediction with Hamiltonian Energy Networks

Kewei Chen · Yayu Long · mingsheng shang

作者位次 #4/4AAAI 2026Poster· Artificial Intelligence

FT-NCFM: An Influence-Aware Data Distillation Framework for Efficient VLA Models

Kewei Chen · Yayu Long · Shuai Li · mingsheng shang

强化学习与后训练效率与系统OpenReview

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