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Showing papers from Southern University of Science and Technology Show all papers

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Understanding Graph Self-Supervised Pre-training under Distribution Shifts: A Scaling Law Perspective

Bingheng Li, Shikun Liu, Yu Song, Jay Revolinsky and 4 more

Atlanta Poster Session 2, Wed, Dec 9, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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Train at the Moving Edge: Rollout-Efficient RL for Large Reasoning Models

Jiahao Wu, Ning Lu, Shengcai Liu, Kun Wang 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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FrameScout: Scouting Query-Relevant Frames for Long Video Understanding

Haonan Hu, Shuhao Chen, Weisen Jiang, Lizhao Gao 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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Spatially Feasible 3D Indoor Scene Generation via Interaction-Oriented Human Proxy

Xinyuan Chen, Mingwen Shao, Qiao Zhang, Qinglin Zhan and 7 more

Paris Poster Session 1, Wed, Dec 9, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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AI panel: 1 of 20 reviewers recommend it
lenient 1/5
medium 0/10
strict 0/5
67%Highly rated
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DEDCA: Test-Time Adaptation for Generalized AI-Generated Image Detection

Hao Tan, Qimin Zhang, Lihuang Fang, Kebing Jin and 1 more

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

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AI panel: 2 of 20 reviewers recommend it
lenient 2/5
medium 0/10
strict 0/5
45%Niche pick
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ENGINE: Endogenous Variational MultiScale Optimization for Zeroth-Order LLM Fine-Tuning

Zhuoli Ouyang, Changxi Chi, Siyuan Li, Tailin Wu

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

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Predictive Representation Learning for Partially Observed Neural Dynamics

Xinyi Li, Zhichao Liang, Hongjun Jiang, Yian Zhu 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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Rest-Tuning: Data-Efficient Adaptation of EEG Foundation Models to Individuals via Resting-State Signals

Yinuo Zhang, Xinyu Fu, Qing Wang, Yinte Zhang 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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AI panel: 2 of 20 reviewers recommend it
lenient 2/5
medium 0/10
strict 0/5
67%Highly rated
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FoldAbS: Repurposing the Protein Folding Model as a Foundation Encoder for Antibody Screening

Jun Wu, FANDI WU, Xinyuan Zhu, Dawei Huang 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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AI panel: 2 of 20 reviewers recommend it
lenient 2/5
medium 0/10
strict 0/5
57%Worth a look
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Collective Supervision for Unified Biomolecular Conformation and Dynamics Modeling with CoDyna

Kaiwen Cheng, FANDI WU, Dawei Huang, Jun Wu 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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lenient 1/5
medium 0/10
strict 0/5
57%Worth a look
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Z-Cache: Accelerating Diffusion Transformers via Self-Reflection

Zegang Cheng, Zhikai Wang, Jiacheng Liu, Xiaobing Tu and 7 more

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

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AI panel: 1 of 20 reviewers recommend it
lenient 1/5
medium 0/10
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Contribution-Aware Structured Sparsity for Model Merging

Yan Li, GUIPING CAO, Meng XU, Tao Jiang 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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lenient 0/5
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PAC Reasoning: Controlling the Performance Loss for Efficient Reasoning

Hao Zeng, Jianguo Huang, Bingyi Jing, Hongxin Wei and 1 more

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

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lenient 0/5
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Provable Selective Auto-labeling with Reliability Guarantees

Huipeng Huang, Wenbo Liao, Huajun Xi, Hao Zeng 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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lenient 0/5
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69%Highly rated
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Fine-tuning Does Not Reach All: Uneven Safety and Knowledge Dynamics in Language Models

Ziwei Wang, Xinwei Guo, Jiaxin Zhang, Guanhua Chen and 6 more

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

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AI panel: 3 of 20 reviewers recommend it
lenient 1/5
medium 1/10
strict 1/5
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RECAP: Looking Once Is Not Enough for Vision-Language Reasoning

Zhaolu Kang, Tailong Luo, Chenxin Li, Zhenyu Yu and 12 more

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

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PuppetGait: Generalizing Gait Recognition via 3D Body-Aligned LVM Features

成伟 叶, Dingqiang Ye, Chuanfu Shen, Zirui Zhou and 4 more

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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FlatClip: Reusing Image Foundation Models for fMRI Representation Learning via Cortical Flatmaps

Mo WANG, Wenhao Ye, Zihan Ning, Jiayu Zuo 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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lenient 1/5
medium 0/10
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WaveMamba: Wave-Inspired Cross-Modal Fusion for Robust event-image Semantic Segmentation

Adeel F Mirza, Zaiyue Yang, Muntazir Hussain

Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026

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lenient 0/5
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67%Highly rated
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Learning Cost-Efficient Autoscaling for Latency-Constrained Disaggregated LLM Serving

Fu Luo, Binbin Chen, Qing Luo, Linhui Xu 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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AI panel: 2 of 20 reviewers recommend it
lenient 2/5
medium 0/10
strict 0/5
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Insight-Driven Search: A Framework for Multi-objective Automated Heuristic Design with Large Language Models

Shunyu Yao, Fei Liu, Ji Cheng, Mingxuan Yuan 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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lenient 0/5
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Efficient Decoder Scaling Strategy for Constructive Neural Routing Solvers

Qing Luo, Fu Luo, Ke LI, Zhenkun Wang

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

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Towards Optimism-Pessimism Trade-off in Model-based Offline-to-Online Reinforcement Learning

Guochen Zhou, Yijun Yang, Qiqi Duan, Qing Su and 5 more

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

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lenient 1/5
medium 0/10
strict 0/5
67%Highly rated
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WsiSSM: A Weakly Supervised Subset-Matching Framework for Unified Classification and Segmentation of Histopathology Whole Slide Images

Guangjian Zeng, Siyuan Tao, Chengzhi Zhao, Xiaoqing Li 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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AI panel: 2 of 20 reviewers recommend it
lenient 2/5
medium 0/10
strict 0/5
57%Worth a look
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Learning When to Think: Dual-Reference Offline Optimization for Adaptive VLM Reasoning

Hongbin Lin, Sizhe Zou, Juangui Xu, Xinyue Xu 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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lenient 1/5
medium 0/10
strict 0/5
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GeoMIND: A Benchmark for Spatial Understanding in Robotic Manipulation

Jinghe Wang, Xinrui Cao, Duo Wu, Chenghao Gu and 4 more

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

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Reviving the Discarded High-Resolution Feature for Transformer-Based Tiny Object Detection

Zehao Wang, Si Wu, GUIPING CAO, Xin Li and 1 more

Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026

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VideoSleuth: A Narrative-Centric Agentic System with Video-Audio Native MLLM for Long-Form Video Understanding

Conglin Li, Yang Li, Qi Zhang, Guanhua Chen 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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lenient 1/5
medium 0/10
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86%Must read
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DD-Ranking: Rethinking the Evaluation of Dataset Distillation

DD-Ranking reveals dataset distillation gains come from extra evaluation techniques rather than image quality, proposing fair metrics to assess true synthetic dataset value.

Zekai Li, Xinhao Zhong, Samir Khaki, Zhiyuan Liang and 36 more

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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AI panel: 14 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 1/5
71%Highly rated
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DeformMaster: An Interactive Physics-Neural World Model for Deformable Objects from Videos

DeformMaster learns interactive physics-neural world models of deformable objects from videos, enabling high-fidelity future dynamics rollout, material variation, and novel-view synthesis.

Can Li, Zhoujian Li, Ren Li, Jie Gu and 3 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 3 on Hugging Face · Code ★ 25

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AI panel: 7 of 20 reviewers recommend it
lenient 3/5
medium 3/10
strict 1/5
74%Highly rated
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SRL-MPC: Shape-Aware Reinforcement Learned Model Predictive Control

SRL-MPC integrates reinforcement-learned parameter updates with shape-aware model predictive control via geometric separation features to navigate dense heterogeneous robot crowds safely and adaptively.

Ruihua Han, Rui Gao, Zhe Liu, Xinyi WANG and 5 more

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

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AI panel: 9 of 20 reviewers recommend it
lenient 5/5
medium 4/10
strict 0/5
88%Must read
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Done, But Not Sure: Disentangling World Completion from Self-Termination in Embodied Agents

VIGIL decouples world-state completion from terminal commitment in embodied agents, revealing that comparable execution yields up to 19.7 pp differences in correct episode termination.

Ying Chen, Lihuang Fang, Rui Jiang, Mingxu Wang 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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AI panel: 15 of 20 reviewers recommend it
lenient 4/5
medium 8/10
strict 3/5
78%Highly rated
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Boosting LLM Reasoning via Human-Inspired Reward Shaping

T2T dynamically rewards exploration on failed reasoning attempts and brevity on correct ones, significantly boosting LLM math reasoning over GRPO.

Wenze Lin, Zhen Yang, Xitai Jiang, Xiaoteng Ma 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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AI panel: 11 of 20 reviewers recommend it
lenient 4/5
medium 7/10
strict 0/5
76%Highly rated
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Continuous Expert Assembly: Instance-Conditioned Low-Rank Residuals for All-in-One Image Restoration

Continuous Expert Assembly uses instance-conditioned low-rank residuals for token-wise dynamic parameterization to improve all-in-one image restoration, particularly for spatially varying and compositional degradations.

Haisen He, XIANGYU ZOU, SongLin Dong, Heng 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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AI panel: 10 of 20 reviewers recommend it
lenient 4/5
medium 6/10
strict 0/5
88%Must read
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DAWN: Dependency-Aware Fast Inference for Diffusion LLMs

DAWN extracts token dependency graphs to select reliable unmasking positions, accelerating diffusion LLM inference by 1.80-8.06x with negligible quality loss.

Lizhuo Luo, Zhuoran Shi, Jiajun Luo, Zhi Wang and 3 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 1 on Hugging Face · Code ★ 12

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AI panel: 15 of 20 reviewers recommend it
lenient 4/5
medium 10/10
strict 1/5
72%Highly rated
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Occupancy-based Quantile Risk Control

OQRC partitions calibration losses into ordered bins to tightly upper-bound quantile risk with finite-sample guarantees converging at rate O_p(n^{-1/2}).

Zihao Shi, Huajun Xi, Bingyi Jing, Hongxin Wei

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

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AI panel: 8 of 20 reviewers recommend it
lenient 3/5
medium 4/10
strict 1/5
78%Highly rated
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SAM 3D Animal: Promptable Animal 3D Reconstruction from Images in the Wild

SAM 3D Animal is a promptable framework using the SMAL+ model and Herd3D dataset to reconstruct multiple 3D animals from single images with keypoint and mask prompts, achieving state-of-the-art results.

Xuyi Hu, Jin Lyu, Jiuming Liu, Yebin Liu and 3 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 3 on Hugging Face · Code ★ 13

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AI panel: 11 of 20 reviewers recommend it
lenient 4/5
medium 6/10
strict 1/5
83%Must read
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Hierarchical Denoising For Multi-Step Visual Reasoning

HDR integrates hierarchical tree-structured latents into causal video generation to enable coarse-to-fine multi-step visual reasoning with sparse attention, boosting reasoning success by 76% over streaming diffusion while running 54x faster than bidirectional diffusion.

Zezhong Qian, Xiaowei Chi, Chak-Wing Mak, Tianze Zhou and 8 more

Atlanta Poster Session 2, Wed, Dec 9, 4:30 PM–7:30 PM, Hall C1 · Published 2026 · ▲ 7 on Hugging Face

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AI panel: 13 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 1/5
74%Highly rated
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BrainWorld: A Structural-Prior-Conditioned Generative Model for Whole-Brain 4D fMRI Dynamics

BrainWorld uses anatomical MRI to condition whole-brain 4D fMRI generation, producing stable long-horizon trajectories and improving downstream performance via augmentation and transferable representations.

Junfeng Xia, Wenhao Ye, Junxiang Zhang, Xuanye Pan 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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AI panel: 9 of 20 reviewers recommend it
lenient 5/5
medium 4/10
strict 0/5
76%Highly rated
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SPACE: Unifying Symmetric and Asymmetric Routing Problems for Generalist Neural Solver

SPACE defines pivot-aligned coordinate-free embeddings and adaptive decoding to unify neural routing across symmetric and asymmetric VRPs, achieving strong zero-shot generalization on 110 variants.

Rongsheng Chen, Changliang Zhou, Canhong Yu, Yuanyao Chen 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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AI panel: 10 of 20 reviewers recommend it
lenient 5/5
medium 5/10
strict 0/5