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Showing papers from Monash University Show all papers

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NeurIPS 2026EmotivEmotiv LtdMonash universityMonashEmotiv Research Pty LtdTime series foundation models

EEG-X: Toward Device-Agnostic and Noise-Robust Foundation Models for EEG

Navid Mohammadi Foumani, Soheila Ghane, Nam Nguyen, Mahsa Salehi 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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NeurIPS 2026MonashWatermarking & AI-text detection

Multi-bit LLM Watermarking with Certified Semantic Distortion

Chenxi Gu, Si Chen, John Grundy, Xiaoning Du

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

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67%Highly rated
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NeurIPS 2026RMITRMITRoyal Melbourne Institute of TecMonashU MelbourneMachine unlearning

What Should Remain After Forgetting? Rethinking LLM Unlearning as Predictive Posterior Correction

Jingyue Cong, Andy Song, Alexis Horde-Vo, Kai Wei 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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NeurIPS 2026ustc.edu.cnU Science and Technology of ChinU Technology Sydney; Data61, CSIMohamed bin Zayed University of Shanghai AI LaboratoryNavigation & SLAM

Seeing Together, Acting Apart: Shared Environmental Understanding for Multi-Robot Navigation

haihong hao, Lei Chen, Mingfei Han, Dong An and 6 more

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

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NeurIPS 2026Southeast University / MonashMonashSoutheastEfficient inference & serving

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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NeurIPS 2026MonashVideo generation

Breaking the Group Size Barrier: Parameter-Efficient Group Dance Generation with Chain-of-Dancers

Jing Xu, Cunjian Chen, Qiuhong Ke

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

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69%Highly rated
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NeurIPS 2026SoutheastMonashJailbreaks & red teaming

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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lenient 2/5
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57%Worth a look
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NeurIPS 2026MonashVision-language-action models

JRDB-AVR: An Active Visual Reasoning Benchmark for Real-World Embodied Environments

Zhixi Cai, Fucai Ke, Sukai Huang, Maria Garcia de la Banda 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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67%Highly rated
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NeurIPS 2026MonashDST GroupMonash University, Qualcomm AI RMultimodal hallucination

PAVE: Prefill-Conditioned Activation Editing for Hallucination Mitigation in LVLMs

Jingmin Zhu, Junae Kim, Dinh Phung, Trung Le 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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NeurIPS 2026BeihangZhongguancun Laboratory, BeijingBeijing University of AeronauticMonashTsinghuaLLM reasoning & chain of thought

From Solver Trajectories to Teaching Trajectories: Cognition-Aligned Reasoning Distillation

Yashuo Luo, Qianren Mao, ZiqiQin, Junnan Liu and 5 more

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

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NeurIPS 2026Hong Kong PolytechnicMonashInternational Digital Economy AcJilinGriffithLLM reasoning & chain of thought

MemPilot: Learning Transferable Latent Memory Mechanisms for LLM Reasoning

Changlong Shi, LINHAO LUO, Shigeng Chen, Guibin Zhang 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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NeurIPS 2026MonashHong Kong PolytechnicGriffithAgent memory

TransMem: Transition-Aware Retrieval for Evolving Personal Memory

Shigeng Chen, LINHAO LUO, Changlong Shi, Zhangchi Qiu 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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NeurIPS 2026Monash University MalaysiaJapan Advanced Institute of ScieMonashMonash University, Malaysia CampDatasets & benchmarks

MySign: A High-Fidelity Motion-Capture Dataset for 3D Sign Generation in Bahasa Isyarat Malaysia

Jiayu Shen, Kalin Stefanov, Lay-Ki Soon, Vee Yee CHONG 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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NeurIPS 2026SoutheastMonashDiffusion models

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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NeurIPS 2026ZhejiangAlibaba GroupMonashVideo generation

Dynamics-Aware Sparse Attention for Efficient Autoregressive Video Diffusion

Yuanyu He, Zhuokun Chen, Yefei He, Zhiwei Tang and 4 more

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

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67%Highly rated
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NeurIPS 2026MonashNortheasternU Minnesota - Twin CitiesUC Santa CruzHallucination & factuality

Rethinking in Spikes: Mitigating Hallucinations in MDLMs with Step-Aware Decoding

Zhongxing Xu, Zhonghua Wang, Zhe Qian, Shiyan Su and 8 more

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

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NeurIPS 2026MATSMonashMechanistic interpretability

What does a Bayes-filtered transformer believe? A predictive Monte Carlo approach

Afiq Abdillah Effiezal Aswadi, Haotong Ma, Susan Wei

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

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NeurIPS 2026U MelbourneDeakinMonashThe University of MelbourneAlignment & preference optimization

Towards Multi-Human-Value Alignment via Value Localization in LLMs

Xueqi Ma, Yanbei Jiang, Xingjun Ma, James Bailey 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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NeurIPS 2026SpotlightU MelbourneThe University of MelbourneSoutheast University, ChinaAmazonMonashVision-language models

Permute-then-Adapt: Weak-to-Strong Contrastive Image--Text Adaptation

Jinhao Li, Sarah Erfani, Lei Feng, Guangrui Li and 2 more

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

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NeurIPS 2026ZhejiangSun Yat-sen University Cancer CeMonashHong Kong PolytechnicInfiX.aiMedical LLMs

NPCBench: A Clinical Apprenticeship Benchmark for Guideline-Constrained Care-Pathway Reasoning in Nasopharyngeal Carcinoma

Pengkai Wang, Wei-Wei Zhang, Yan Li, Min Tang and 12 more

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

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