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SpaG-DiT: Enhancing Spatial Grounding for Diffusion Transformers

Zongliang Wu, Benlei Cui, Longtao Huang, Xiaoqian Xia and 5 more

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

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Privacy Meets Hierarchy: Differentially Private Distributed Trilevel Learning

Yang Jiao, Kai Yang

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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Optimizing Agent Tool-Use via Trajectory-based Insight Evolution

Hanchen Qiu, Haojia Zhu, Yifan Meng, Jiahui Jin

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

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SLDR: Defending Against Malicious Fine-tuning via Selective Layers Recovery and Dynamic Routing

Hui Zhang, Yachao Yuan, Jiayun Wang, Yuanzhuo Li and 2 more

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

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Towards Precise Knowledge Distillation for Large Language Models via Knowledge Probing

Jiajun Liu, Yao He, Wenjun Ke, Peng Wang and 3 more

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

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Can Linguistic Reasoning Vectors Enhance Multimodal Reasoning Ability?

Ziyi Wang, Li Li, Aolin Zhou, Yankun Shen and 3 more

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

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Integrating Strengths of Different Multi-Agent Workflows via Step-Aware Hybrid Topology Planning

Jingxuan Yu, Ju Jia, Yiqian Chen, Yuchong Chen and 4 more

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

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PGSB: Pretrained-Guided Shared Basis for LoRA Model Merging

Muqing Liu, Chongjie Si, Zhuoya Liu, Yuheng Jia

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

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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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AdaWM: Few-Shot Adaptation of World Models to Unseen Dynamical Regimes

Zian Guan, Guozheng Li, Zilun Zhang, Zecong Tang

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

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VALOR: Vector-Aware Low-Rank Restructuring of Neural Networks for RISC-V Inference

Zhihao Xu, Xiaoning Du, Bixin Li, Wang Lulu and 2 more

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

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SurgReasoner: Surgical Reasoning Segmentation with Dynamic Difficulty-Aware Reinforcement Learning

Dong Zhang, Cheng Xue

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

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lenient 1/5
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Individuals Matter: Improving Deep Multi-View Clustering via Explicit Single-View Enhancement

Hanyang Li, Yanzheng Wang, Yaxin Hou, Zhengxing Jiao 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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JEDI: Real-Time Jailbreak Defense for LLMs via In-Generation Detection and Intervention

Ruilin Xie, Bixin Li, Xinyu Chen, Yongqiang Tian 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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AI panel: 3 of 20 reviewers recommend it
lenient 2/5
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Seen-Constrained Model-Order Selection for Unknown-$K$ Generalized Category Discovery

Mingfu Yan, Jiancheng Huang, HAIPENG LUO, Yi Huang and 3 more

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

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A Theoretical Analysis of Backdoor Learning as Simplicity-Biased Optimization Dynamics

Hong Cheng, Qiang Zhou, Sinno Pan

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

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lenient 1/5
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67%Highly rated
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Attention Heads are Complementary Visual Units: Mitigating Hallucinations in LVLMs via Adaptive Visual Cues Focusing

Zhenglin Hua, Yutong Xie, Yaxin Hou, Jiawei Tang and 4 more

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

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lenient 1/5
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Geometric Instability of Hidden-State Trajectories Predicts Reasoning Failures in Large Language Models

Hoda Fakharzadehjahromy, Andreas C Bueff, Fredrik Heintz, Mattias Tiger and 3 more

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

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CutAttn: Discovering Cognitive Transition Layers for Efficient Long-Context Prefilling

Wentao Liu, Xiabao Wu, Yongchao Liu, Haitao Zhang and 2 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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CoVisIT: Cross-modal Prior Guided Diffusion Model for Visible-to-Infrared Image Translation

Linfeng Tang, Tong Hu, Zizhuo Li, Hao Zhang and 3 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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PIU-CR: Physics-Informed Deep Unfolding Network with SAR-Optical Image Fusion for Cloud Removal

Gengque Fan, Han Xu, Junxi Li, Hao Zhang and 2 more

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

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G2Fusion: Geometric-to-Generative Image Fusion via Registration-Restoration Evolution

Hao Zhang, Douyu Wu, Han Xu, Linfeng Tang and 2 more

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

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Exploiting Negative Multi-Cluster Structure in Class-Wise Embeddings for Weakly Supervised Multi-Label Learning

Bo Han, Zhuoming Li, Yaxin Hou, Xiaoyu Wang and 3 more

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

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LoCo: Selective Local Competition for Discriminative Open-Vocabulary Multi-Label Recognition

Zhuoming Li, Bo Han, Xiaoyu Wang, Yuheng Jia

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

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Choosing Before Acting: Comparative Value Estimation for Long-Horizon Tool-Use Agents

Yu Li, Zheng Zhang, Xin Liu, shengtian yang and 2 more

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

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Beyond Unidirectional: Unsupervised Trajectory Learning for Omnidirectional Controllable Underwater Image Enhancement

Xiaofeng Cong, Xuhao Guo, Kang Zheng, Yu-Xin Zhang and 1 more

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

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Reconciling Operational Energy Trilemma: A Heterogeneous Risk-Constrained MDP Framework with Residual Policy Learning

Yujian Ye, Siqi Qian, Yizhi Wu, Tianxiang Cui and 1 more

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

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IRCasDiff: Two-Stage Cascaded Diffusion for Compound Infrared Face Reconstruction

Zhiyuan Xia, Haojie Li, Yiguo Qiao, Cunjian Chen

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

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Complex Optimization Modeling via Multiagent Fine-Tuning and Skill-Augmented Reasoning

Yu Ding, Jiajun Li, Ran Hou, Jiahui Duan and 6 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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Effective Knowledge Conflict Detection via Joint Agentic Optimization

Yi Hong, Wenchao Bai, Jiaqi Jiang, Siyuan Huang 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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MinPath: Learning Efficient LLM Reasoning via Minimal Dependency Paths

Zhijing Yang, Shuming Hou, Guohui Xiao, Lemei Zhang and 1 more

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

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DICEQuant: Distortion-Compensated Rounding with Dual-Ended Shrinkage for LLM Quantization

Yuan Cheng, Xing Hu, Zukang Xu, Hui Wang 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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FedSEM: Mitigating Cross-Client Evidence Drift in Federated Multiple Instance Learning

Zhiqiang Kou, Beidi Wang, Yuling Shi, Shengkun Zhu and 5 more

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

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CATS: Acceptance-Oriented Critical Token Adaptive Selection for Multimodal Speculative Decoding

Kaiwen Liu, Yangkai Xie, Shuxia Lin, Liu Chonghan and 2 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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Dynamic Spectral Federated Graph-Level Clustering

Wenxin Zhang, Xi Xuan, Guangzhen Yao, Feng Zhou 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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Process-conditioned Pretraining with Topographic Spatial Retrieval for Large EEG Models

Yi Ding, Muyun Jiang, Weibang Jiang, Shuailei Zhang and 5 more

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

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LEAF: Language-EEG Aligned Foundation Model for Brain-Computer Interfaces

Muyun Jiang, Shuailei Zhang, Zhenjie Yang, Wu Mengjun and 9 more

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

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DialBandit: Adaptive Sequential Search with Tunable Evaluation Fidelity

Jianping Huang, Xiang Liu, Feng Shan

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

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Learning Menu-Based Mechanisms for Truthful Budget-Feasible Procurement

Peng Chen, Xiang Liu, Hau Chan, Yan Lyu and 2 more

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

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Predicting What Changes: Causal Delta World Models for Risk-Aware LLM Agent Planning

Guo Yue, YANG LIU, Donghui Zhang, Tang Qingkang and 2 more

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

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