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Showing papers from Taobao (China) Software Co., Ltd. Show all papers

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NeurIPS 2026The University of QueenslandSimon FraserTaobao (China) Software Co., LtdTaobao & Tmall Group of AlibAlibaba GroupVision-language models

AdaM-Rec: Adaptive Modality Routing for Multimodal Recommendation

AdaM-Rec adaptively routes between textual and visual modalities via LLM-based proxy recall tasks to improve multimodal recommendation accuracy.

Honghao Fu, Jiacheng Chen, Manxi Lin, Junjun Zheng and 6 more

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

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lenient 5/5
medium 5/10
strict 0/5
78%Highly rated
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NeurIPS 2026ZhejiangU Chinese Academy of SciencesTaobaoTaobao (China) Software Co., LtdAlibaba GroupLong-context modeling

StateTree: Enhancing Long-term Dialogue Reasoning via Reinforcement Learning

StateTree uses RL on tree-structured multi-session path-tracing tasks to train long-context dialogue reasoning, achieving up to +23.60% gains on LongMemEval and outperforming larger baselines while preserving short-context reasoning.

Naen Xu, Wanqing Cui, Yibo Hu, Shixin Hong and 4 more

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

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lenient 5/5
medium 5/10
strict 1/5
76%Highly rated
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NeurIPS 2026The Chinese University of Hong KAaltoTaobao (China) Software Co., LtdTechnical University of DenmarkFeature attribution

From Baselines to Transport Geodesics: Axiomatic Attribution via Optimal Generative Flows

Fixed-path attribution uniquely requires Aumann-Shapley line integrals, while transport-geodesic paths via minimized kinetic action yield more stable, structured explanations.

Cenwei Zhang, Lin Zhu, Manxi Lin, Lei You

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

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AI panel: 10 of 20 reviewers recommend it
lenient 2/5
medium 6/10
strict 2/5