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Showing papers from Northwestern Polytechnical University Show all papers

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NeurIPS 2026Northwestern PolytechnicalNorthwest Polytechnical UniversiBehavior & reasoning editing

PACE: Partial-state Amortized Constraint Editing for Neural Combinatorial Optimization

Bohao Li, Chenhao Yuan, Ying Li, Pei He and 1 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Northwestern PolytechnicalNorthwest Polytechnical UniversiTest-time compute

Relaxation-Aligned State Control for Test-Time Scaling in Generative Combinatorial Optimization

Bohao Li, Ying Li, Pei He, Yangming Guo

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Northwestern PolytechnicalHong Kong University of Science Northwestern Polytechnical UniveNorthwest Polytechnical UniversiHong Kong University of Science Vision-language models

Where to Connect? Boosting MLLMs via Dynamic Gated Pathways across ALL ViT and LLM Layers

Yingying Yan, Jiaqi Tang, Wei Wei, Qianzhou Wang and 6 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Alibaba GroupNorthwestern PolytechnicalSoutheastZhejiangLazadaRL for LLMs

Stable and Granular Policy Optimization for Generative Recommendation

Muyu Zou, Haibo Xing, Hao Deng, Zhezheng Hao and 5 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Northwestern PolytechnicalThe Chinese University of Hong KZhejiangXi'an University of Posts aDeep RL

S$^2$-RL: Sample-Set Dual Reinforcement Learning for Generative Semantic Segmentation Dataset Distillation

Haoyu Wang, Fei Zhou, Qingqing Qiu, Lei Zhang and 2 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Northwestern PolytechnicalNorthwest Polytechnical UniversiNorthwest PolytechnicalGraphs & LLMs

GADMVP: Adaptive Few-Shot Graph-Level Anomaly Detection with Multi-View Structured Prompting

Xiaolin Han, Xiurui Hu, Lingyun Song, Yudai Pan and 1 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Northwestern PolytechnicalNorthwest Polytechnical UniversiCode generation

ASAP: Assembly-Source Aligned Pseudocode Refinement For Binary Decompilation

Yujian Zhuang, Dehong Gao, Qichao Zhang, QiJing Lai and 3 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026SUN YAT-SEN UNIVERSITYTsinghuaU Science and Technology of ChinNorthwestern PolytechnicalRetrieval-augmented generation

Constraint Retrieval Is Not Constraint Enforcement in Large Language Models

Yongkang Yang, Xiankun Lin, Lixin Liu, Ziyan Liu and 4 more

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026The University of Hong KongShanghai Jiao TongNorthwestern PolytechnicalU Science and Technology of ChinFudan3D vision & reconstruction

PLANING: A Loosely Coupled Triangle-Gaussian Framework for Streaming 3D Reconstruction

PLANING decouples geometry and appearance via explicit primitives and neural Gaussians for fast, high-quality streaming monocular 3D reconstruction with reduced redundancy.

Changjian Jiang, Kerui Ren, Xudong Li, Kaiwen Song and 8 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 21 on Hugging Face

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AI panel: 11 of 20 reviewers recommend it
lenient 5/5
medium 6/10
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NeurIPS 2026Hong Kong University of Science Northwest Polytechnical UniversiNorthwestern PolytechnicalNanyang TechnologicalSoutheast3D vision & reconstruction

SpatialBench: Is Your Spatial Foundation Model an All-Round Player

SpatialBench evaluates 41 spatial foundation models across 19 datasets and finds none are all-round players, with full-context attention maximizing accuracy and domain alignment exceeding scaling for embodied tasks, plus it introduces DA-Next-5M and DA-Next.

Haosong Peng, Hao Li, jiaqi chen, Yuhao Pan and 9 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 69 on Hugging Face · Code ★ 138

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AI panel: 19 of 20 reviewers recommend it
lenient 5/5
medium 10/10
strict 4/5
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NeurIPS 2026U Science and Technology of ChinNorthwestern PolytechnicalBeijing JiaotongFudanTencentAgent memory

Meta-Cognitive Memory Policy Optimization for Long-Horizon LLM Agents

Metacognitive Memory Policy Optimization uses belief entropy to penalize uncertain intermediate summaries, improving long-horizon LLM agent reasoning and retaining 97.1% performance at 1.75M-token contexts.

Ziyan Liu, Zhezheng Hao, Yeqiu Chen, Hong Wang and 6 more

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026 · ▲ 7 on Hugging Face

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AI panel: 10 of 20 reviewers recommend it
lenient 4/5
medium 6/10
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