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2026 顶会论文

作者位次 #6/9NeurIPS 2026Poster

FELPS: Fair and Efficient Scheduling for Multi-LoRA Serving System

Yukai Ding · Chuang Hu · Fangcheng Fu · Xinyan Li · Susie X Rao · Shanshan Feng · Hao Wang · Xiao Yan · Jiawei Jiang

效率与系统OpenReview

作者位次 #6/8ACL 2026Poster· Natural Language Processing

A da M ix: Adaptive Mixing for Short and Long Reasoning Adapters

Hao Luo · Xiao Yan · Xinyan Li · Qiming Zeng · Yuhao Lin · Shanshan Feng · Hao Wang · Jiawei Jiang

摘要

Large Reasoning Models (LRMs) have achieved remarkable success on complex tasks by generating detailed Chain-of-Thought (CoT) reasoning. However, they tend to apply a uniform, computation-intensive deep reasoning strategy to all problems, leading to unnecessary overhead on simple tasks. This sign...

推理强化学习与后训练效率与系统OpenReview 项目页

作者位次 #2/6KDD 2026Oral· Knowledge Discovery & Data Mining

From Tokenizer Bias to Backbone Capability: A Controlled Study of LLMs for Time Series Forecasting

Xinyu Zhang · Shanshan Feng · Xutao Li · Kenghong Lin · Fan Li · Pengfei Jia

数据与预训练检索与知识社会与人本OpenReview

作者位次 #2/7KDD 2026Oral· Knowledge Discovery & Data Mining

Think2Go: Generative Next POI Recommendation with LLM Reasoning

Zhuang Zhuang · Shanshan Feng · Hangwei Qian · Mingqi Yang · Heng Qi · Yanming Shen · Baocai Yin

推理检索与知识OpenReview

作者位次 #3/6KDD 2026Oral· Knowledge Discovery & Data Mining

LAUA: Handling Missing Modalities and Unpaired Data in Multimodal Federated Learning

Wenming Zhang (Taobao &amp · Xiaokai Zhou · Shanshan Feng · Chuang Hu · Xiao Yan · Jiawei Jiang

多模态检索与知识OpenReview

作者位次 #5/6AAAI 2026Poster· Artificial Intelligence

Communication-efficient Multi-Agent Reinforcement Learning with Spatiotemporal Information Hub

Ling Ding · Tianbai Lyu · Zhiliang Bi · Hao Wang · Shanshan Feng · Wei Yu

智能体与工具强化学习与后训练效率与系统OpenReview

Shanshan Feng

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