Incentivizing Agentic Retrieval for Disease-Centric Clinical Case Search via Trajectory Memory

Jie Lin, Xiang Liu, Lihao Liu, Liansheng Wang

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

BAPM: Boundary-Aware Prompt Mining for Training-Free Few-Shot Medical Image Segmentation

Qi Wen, Jiezhou He, Zhiming Luo, Shaozi Li

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

UGGRH: Unsupervised Generative Completion and Graph-attention Refinement for Incomplete Cross-modal Hashing

Yunfei Chen, Yuchen Zhang, Hongyu Lin, Peng Liu and 1 more

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

SING-CH: Task-Scale-Agnostic Lifelong Cross-Modal Hashing on Statistical Manifolds

Haoran Yang, Junge Chen, Jun Long, Zhan Yang

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

Compositional Training-Free Diffusion Planning for Long-Horizon Multiple Reach-Avoid Tasks

Yu Chen, Ruijia Liu, Xiao Yu, Xiang Yin

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

Cross-Modal Prior-Guided Training with Visual Foundation Models for Unsupervised LiDAR Point Cloud Registration

KeZheng Xiong, Shiyun Xu, Sheng Ao, Mingming Wang and 3 more

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

ViLo: LiDAR Localization with Vision-Language Priors

Minghang Zhu, Jianshi Wu, Yuxin Guo, Wen Li and 3 more

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

StainNFT: Curriculum-Gated Multi-Reward Post-Training for Pathology-Faithful Virtual Staining

shurong yang, Dong Wei, Qiong Peng, Xian Wu and 2 more

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

WavCIL: Wavelet Coefficient-Domain Invariant Learning for Dynamic Graph OOD Generalization

Yantong Zhu, Weining Shi, Keyi Li, Xiaoyan Xie and 5 more

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

SGNNBench: A Holistic Evaluation of Spiking Graph Neural Networks on Large-scale Graphs

Huizhe Zhang, Jintang Li, Yuchang Zhu, Huazhen Zhong and 1 more

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

PCBInnoBench: Benchmarking LLM Agents on Real-World PCB Design

Fuyuan Xia, Jiaxin Hu, Kewei Yu, Zihan Zhang and 12 more

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

DGRAF: Observation-Quality-Aware Reinforcement Learning for Dynamic Reconfigurable Batteries

Jiasong Chen, Jingwei Hu, Zheng Fang, Zhihong Zhang

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

Forgery Evidence Peaks Mid-Stack: Forensic Evidence Relay for Multimodal Forgery Detection

Yingxin Lai, xinyuan Wang, Yufei Liu, Jialin Guo and 3 more

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

Tikhonov-Stabilized Bezier Representation Forecasting for Training-free Diffusion Acceleration

Lei Zhu, Mujie Lin, Ruochong Zheng, Guangyi Wang and 4 more

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

EIHMR: Collaborative Human-Camera Estimation for Global Human Mesh Recovery

Junchen Ge, Zhengqi Zhang, Hanglei Jin, Shuzhao Xie and 4 more

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

GenRM-Flow: Generators are Process-aware Reward Models in Flow Matching

Siming Fu, Zheming Fu, Ruizhe He, Zeyue Xue and 6 more

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

LINK: Learning to Localize from Known to Unknown Scenes

Minghang Zhu, Kaibo Jin, Zhijing Wang, Ziwei Shi and 3 more

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

BiLi: Bridging the Last Mile in LiDAR Localization

Minghang Zhu, Junchuan Lan, Zhijing Wang, Haoze Chang and 3 more

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

LaSA-Net: A Language-Guided Network for Outdoor Generalized 3D Referring Expression Segmentation

Lingfei Ma, Bin Liu, Wen Li, Wentao Sun and 3 more

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

Multiform Attack for Transferable Cross-Modal Person Re-Identification

Yunpeng Gong, Can Yang, Qingyuan Zeng, Dejun Xu and 3 more

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

Penalize to Verify: A Multi-Domain Benchmark for Trustworthy LLM Evaluation

Jia-chen Zhang, Zheng Zhou, Zhuo Wang, Qi Jia and 6 more

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

MINEGRID: A Multi-Modal Benchmark for LLMs Evaluation on Dynamic Modeling of Power Systems

Duange Guo, Yujian Yuan, Shanyu Li, Xinhua Wu and 1 more

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

GOLD: Geometric Optimized Latent Diffusion for Structure-Aware RNA Inverse Folding

Qi Si, Xuyang Liu, Penglei Wang, Shuo Su and 5 more

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

SFPR: Structural Fingerprinting for LiDAR-to-OpenStreetMap Place Recognition

Jiajun Zheng, Ziwei Shi, Yu Zang, Chenlu Lin and 3 more

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

ContinuLoc: Continuous Pose Inference over Neural Fields for UAV Geo-Localization

Weikun Zhou, Jinliang Lin, Yu Zang, Lin Xie and 5 more

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

Gen-Searcher: Reinforcing Agentic Search for Image Generation

Gen-Searcher trains a search-augmented image generation agent via supervised and reinforcement learning, yielding about 16-point gains on knowledge-intensive benchmarks.

Kaituo Feng, Manyuan Zhang, Shuang Chen, Yunlong Lin and 6 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 54 on Hugging Face · Code ★ 400

M$^2$E-UAV: A Benchmark and Analysis for Onboard Motion-on-Motion Event-Based Tiny UAV Detection

M²E-UAV introduces the first onboard event-based benchmark for motion-on-motion tiny UAV detection, showing current methods fail under dense ego-motion and sparse targets.

Weiqi Yan, Lixin Chen, Xiangrui Hou, zhipeng cai and 4 more

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

AlphaQ: Calibration-Free Bit Allocation for Mixture-of-Experts Quantization

AlphaQ allocates MoE quantization bits without calibration using heavy-tailed spectral analysis, outperforming calibration-based methods and achieving near full-precision accuracy at 3.5-bit average precision.

Wanqi Yang, Yuexiao Ma, Alexander Conzelmann, Xiawu Zheng and 3 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 2 on Hugging Face

DiPO: Disentangled Perplexity Policy Optimization for Fine-grained Exploration-Exploitation Trade-Off

DiPO disentangles perplexity into exploration and exploitation subspaces to enable fine-grained trade-offs, improving LLM reasoning and function calling via stable perplexity-guided policy optimization.

Xiaofan Li, Ming Yang, Zhiyuan Ma, Shichao Ma and 8 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 13 on Hugging Face

Native Audio-Visual Alignment for Generation

NAVA proposes native audio-visual alignment with an Align-then-Fuse MMDiT architecture for joint audio-video generation, achieving superior synchronization, video quality, and timbre control with 6.3B parameters.

Longbin Ji, Guan Wang, xuan wei, Chenye Yang and 4 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 31 on Hugging Face · Code ★ 226

OpenSearch-VL: An Open Recipe for Frontier Multimodal Search Agents

OpenSearch-VL introduces an open-source recipe training multimodal deep search agents via curated data, diverse tools, and multi-turn fatal-aware GRPO, achieving over 10-point benchmark gains comparable to proprietary models.

Shuang Chen, Kaituo Feng, Hangting Chen, Wenxuan Huang and 6 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 57 on Hugging Face · Code ★ 289

FlowMAS: Learning Multi-Agent Workflow Topology via Information-guided Generative Flow Network

FlowMAS learns multi-agent workflow topologies via reward-guided GFlowNets with structure-aware exploration and information-guided evaluation to outperform baselines.

Haitao Wang, Chenjing Liang, Haipeng Zhang, Jiawei Hu and 5 more

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

ARGUS: Stacked Multi-View Identity Mosaic Injection for Subject-Preserving Video Generation

ARGUS introduces multi-view identity mosaic injection and counterfactual training to preserve subject identity across motion, viewpoint changes, and occlusions in video generation.

Zijie Meng, Jiwen Liu, Yufei Liu, Chengzhuo Tong and 4 more

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

Efficiently Aligning Draft Models via Parameter- and Data-Efficient Adaptation

EDA adapts draft models to fine-tuned LLMs via lightweight private components, regenerated training data, and selective sampling, restoring speculative decoding performance at much lower cost than full retraining.

Luxi Lin, Zhihang Lin, Zhanpeng Zeng, Yuhao Chen and 3 more

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

SOAR: Regression-based LiDAR Relocalization for UAVs

SOAR proposes regression-based LiDAR relocalization for UAVs using locality-preserving sliding-window attention and coordinate-independent initialization, achieving state-of-the-art accuracy on UAVLoc with a 40% higher success rate and over 10 meters lower mean error.

Hengyu Mu, Jianshi Wu, Yuxin Guo, XianLian Lin and 4 more

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

ReflectMT: Internalizing Reflection for Efficient and High-Quality Machine Translation

ReflectMT internalizes translation reflection into direct inference via two-stage reinforcement learning, outperforming multi-step reasoning models with 94% fewer tokens.

Kunquan Li, Yingxue Zhang, Zhibin Lan, Fandong Meng and 1 more

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

Equivariant Spherical Transformer for Efficient Molecular Modeling

EST applies Transformers in Fourier spatial domains to boost equivariant GNN expressiveness, achieving state-of-the-art results on OC20 and QM9.

Junyi An, Xinyu Lu, Yun-Fei Shi, Peijia Lin and 5 more

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

ViCO: A Training Strategy towards Semantic Aware Dynamic High-Resolution

ViCO minimizes vision tokens via consistency training across compression ratios, cutting tokens up to 50% while preserving capabilities through semantic-based routing.

Long Cui, Weiyun Wang, Jie Shao, Zichen Wen and 4 more

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

AlphaPareto: Formulaic Alpha Discovery with LLM-Guided Multi-Objective Reinforcement Learning

AlphaPareto uses LLM-guided multi-objective reinforcement learning to discover formulaic trading alphas that adapt to evolving pools and outperform competitors on real-world data.

Yingbo Zhao, Zeyu Yang, Zhoufan Zhu

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

Unify-Agent: A Unified Multimodal Agent for World-Grounded Image Synthesis

Unify-Agent reframes image synthesis as an agent pipeline with search and recaptioning, improving generation of long-tail factual concepts via 143K curated trajectories.

Shuang Chen, Quanxin Shou, Hangting Chen, Yucheng Zhou and 11 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 44 on Hugging Face · Code ★ 93