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Showing papers from Nanjing University Show all papers

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MT-Video-Bench: A Holistic Video Understanding Benchmark for Evaluating Multimodal LLMs in Multi-Turn Dialogues

MT-Video-Bench introduces a multi-turn dialogue benchmark that evaluates multimodal LLMs on holistic video understanding.

Yaning Pan, Qianqian Xie, Guohui Zhang, Zekun Moore Wang and 12 more

Published 2026 · 0 citations · Code ★ 21

100% Readers1 of 1 upvoted
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A Data-Efficient Path to Multilingual LLMs: Language Expansion via Post-training PARAM𝛥 Integration into Upcycled MoE

The method expands multilingual LLMs via post-training PARAMΔ integration into upcycled MoE for data-efficient language acquisition.

Hao Zhou, Tianhao Li, Zhijun Wang, Shuaijie She and 5 more

Published 2026 · 0 citations

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Hierarchical Semantic Tree Anchoring for CLIP-Based Class-Incremental Learning

Tao Hu, Lan Li, Zhenhao Wen, Da-Wei Zhou

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

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Toward Semantically-Consistent Tuning-Free Customization for Rectified Flow Transformers

Jian Jin, Kai Zhang, Zhenyong Fu, Jian Yang

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

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Conservatism Controllable Compositional Guidance for Offline Safe Reinforcement Learning

Ruiqi Xue, Shenghe Hu, Xin Gao, Jing-Wen Yang

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

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ALAM: Algebraically Consistent Latent Transitions for Vision-Language-Action Models

Zuojin Tang, Haoyun Liu, Xinyuan Chang, Changjie Wu and 10 more

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

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Frontier-Eng: Benchmarking Self-Evolving Agents on Real-World Engineering with Generative Optimization

Dapeng Jiang, Yizhe Chi, Kaisen Yang, Tianwei Luo and 18 more

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

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Noise-Started One-Step Image Super-Resolution via LR-Conditioned SplitMeanFlow and GAN Refinement

Wei Zhu, Kai Zhang, Yu Zheng, Lei Luo 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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Explaining Cross-Modal Model Behavior with Gradient-Estimation-Based Feature Interaction

Yi Cai, Xinpeng Li, Gerhard Wunder

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

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Holistic EvoLution via Intrinsic eXchange for Unified Multimodal Models

Shenghao Dong, Yuhang Yu, Bo Li, Jinwei Chen and 1 more

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

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OHATP: Graph Anomaly Detection with Orthogonal-Hyperspherical Augmentation and Topology Perception

yihang qiu, Yi Zhang, Di Xiong, Ge Gao and 1 more

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

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Dynamic Query as Budgeting for Tiny Object Detection

Yi Zhang, Di Xiong, Ge Gao, Xiangyue 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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Beyond Generation: Unlocking Discriminative Representations from Diffusion Models

Haowen Cui, Ge Wu, Shuo Chen, Yikai Ge 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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Pareto Preference Optimization for Structure- and Stability-Aware RNA Inverse Folding

Minghao Sun, Hanqun Cao, Zhou Zhang, Chen Wei and 9 more

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

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TopoRefine: Topology-Aware Correspondence and Residual Refinement for Training-Free Subject-Consistent Generation

Zhanxin Gao, Zexin Ti, Chen Zhao, Beier Zhu 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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State Evolution Awareness for Category-agnostic 3D Point Cloud Tracking

Xiantao Hu, Ying Tai, Jinxia Xie, Bineng Zhong 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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67%Highly rated
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PhysTC: A Physics-Enhanced Dataset and Architecture for High-Precision Tropical Cyclone Forecasting

Zhaoran Feng, Xuanhong Chen, Zengbing Chen, Shengjun Wu 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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Blur Issue Matters for Thermal Novel View Synthesis: A Floating Gaussian Suppression Approach

Mingyuan Xie, Sheng Wan, Jin Xie, Hang Yang 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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Beyond the Dirac Delta: Mitigating Diversity Collapse in Reinforcement Fine-Tuning for Image Generation

Jinmei Liu, Haoru Li, Zhenhong Sun, Chaofeng Chen 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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SynthHair: Leveraging MetaHumans for a High-Quality 4K Hair Matting Dataset

Markus Karmann, Shile Li, Philip Torr, Puneet Dokania 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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