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Showing papers from nanjing university Show all papers

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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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lenient 1/5
medium 0/10
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67%Highly rated
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PepDDG: Peptide–Protein Binding ΔΔ𝐺 Prediction via Information Channel Decomposition

Ruochi Zhang, Yusi Fan, Qiong Zhou, Li Jiao and 9 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: 2 of 20 reviewers recommend it
lenient 2/5
medium 0/10
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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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StateLedger: Path-Addressed External Memory for Persistent Multi-Agent Systems

Geer Yang, Xixuan Liu, Bin Wu, Shaojiang Wang

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 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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lenient 1/5
medium 0/10
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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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lenient 2/5
medium 0/10
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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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lenient 1/5
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Uncovering Semantic Hierarchies in Text-Attributed Graphs via Variational EM-based LLM–GNN Synergy

Yunhui Liu, Xudong Jin, Qizhuo Xie, Chunhui Zhao 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 1/5
medium 0/10
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ALTER: An Allen's Algebra-Based Evaluation Framework for Temporal Reasoning of LLMs

Zhou Hongkai, Yanhui Li

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

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SoccerNarrate: Event-Grounded Streaming Soccer Commentary with Macro-Window Preference Alignment

zihan jia, Zhilin Dai, Zhengming Zhang, Min Yang and 8 more

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

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lenient 1/5
medium 0/10
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Exact Channel Decoupling via Joint Diagonalization and Uniform Splicing for Diffusion Transformer Quantization

Bingyao Yu, yijin liu, Qinkai XU, Li Li and 1 more

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

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lenient 1/5
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CausalTab: Pretraining Across Causal Environments for Tabular Causal Discovery

Zi-Rong Li, Si-Yang Liu, Tian-Zuo Wang, Han-Jia Ye

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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57%Worth a look
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Not All Noise Is Harmful: Towards Perception Aware and Controllable RAW Image Joint Denoising and Demosaicing

Qianjun Huang, Qingguo Liu, Hui Zeng, Kai 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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lenient 1/5
medium 0/10
strict 0/5
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Salvation Lies Within: Proactive Prefix Re-forming for LLM-based Tagging

SHULAN WANG, YingJie Zhu, Yuting Yan, Ke Cheng and 7 more

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

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TIDE: Trajectory-Aware Watermark Propagation for Text-to-Image Diffusion Models

Yihan Meng, Suping Xu, Yanfeng Wu, Chongjun Wang 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 1/5
medium 0/10
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Does the Question Really Matter? Training-Free Data Selection for Vision-Language SFT

Peng Sun, Yi Yang, Huawen Shen, Yi Ban 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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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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lenient 1/5
medium 0/10
strict 0/5
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Uni-Synergy: Bridging Understanding and Generation for Personalized Reasoning

zijun shen, Ruichuan An, Sihan Yang, Ziyu Guo 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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67%Highly rated
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When Catastrophic Inheritance Meets Forgetting in Continual Adaptation of Foundation Models

Quanyu Zhang, Zhongyi Han, Zhenxue Chen, Xiao-Long Yin 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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lenient 1/5
medium 1/10
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MDMR-Bench: A Multi-Dimensional Benchmark for Multi-Reference Image Generation

Bowen Zheng, Jintao Lin, Chang-Heng Yi, HAORAN YANG and 4 more

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

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PolyVision: Conditional Visual Scaling Via Dynamic Expert Routing For Vision-Centric MLLMs

Tiehan Fan, Chen Zhao, Nikai Du, Zili Yi 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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lenient 1/5
medium 0/10
strict 0/5
67%Highly rated
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Cross-Architecture Transferability is Width-Confounded:Diagnosis and Subspace Correction

QIN LIU, Chen Zhong, Fengshan Zhao

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
medium 1/10
strict 1/5
57%Worth a look
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Blind-Window Forecasting: Real-Time Benchmarking and Multimodal Reconstruction for Tropical Cyclones

Zhaoran Feng, Xuanhong Chen, Zengbing Chen, Shengjun Wu 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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lenient 1/5
medium 0/10
strict 0/5
78%Highly rated
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MemForest: Efficient Agent Memory Management via EventTree Partitioning and Progressive Merging

MemForest partitions agent memory into event trees and progressively merges redundant nodes to cut storage and retrieval costs while preserving nearly all performance.

JunXi Wang, Jiayi Zhu, Te Sun, Chen Zhang and 8 more

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

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lenient 5/5
medium 5/10
strict 1/5
91%Must read
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MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization

MM-IssueLoc benchmarks multimodal repository-level issue localization using visual evidence across 652 instances, showing current systems achieve under 39% file accuracy and text-only scores do not transfer.

Shaoxiong Zhan, Shi Hu, Hai Lin, BoyuFeng 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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AI panel: 17 of 20 reviewers recommend it
lenient 5/5
medium 9/10
strict 3/5
80%Must read
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L2P: Unlocking Latent Potential for Pixel Generation

L2P transfers pre-trained latent diffusion models to pixel space via frozen intermediate layers and synthetic data, enabling efficient 4K generation with near-source performance.

Zhennan Chen, Junwei Zhu, Xu Chen, Jiangning Zhang and 6 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 36 on Hugging Face · Code ★ 195

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AI panel: 12 of 20 reviewers recommend it
lenient 4/5
medium 7/10
strict 1/5
83%Must read
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Bridging Academia and Industry: A Comprehensive Benchmark for Attributed Graph Clustering

PyAGC provides a scalable benchmark and modular library for attributed graph clustering across diverse industrial-scale datasets and metrics.

Yunhui Liu, Pengyu Qiu, Yu Xing, Peng Du and 5 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 1 on Hugging Face · Code ★ 32

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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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ViDiC: Video Difference Captioning

ViDiC introduces a video difference captioning task and ViDiC-1K benchmark that reveals large multimodal models struggle with fine-grained comparative video perception.

Jiangtao Wu, Shihao Li, Zhaozhou Bian, Jialu Chen and 6 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 29 on Hugging Face · Code ★ 15

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lenient 5/5
medium 3/10
strict 1/5
74%Highly rated
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ExpLang: Improved Exploration and Exploitation in LLM Reasoning with On-Policy Thinking Language Selection

ExpLang improves LLM reasoning via on-policy multilingual thinking language selection during RL, outperforming English-only training and extending exploration with diverse language preferences.

Changjiang Gao, Zixian Huang, Kaichen Yang, Jiajun Chen 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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AI panel: 9 of 20 reviewers recommend it
lenient 5/5
medium 4/10
strict 0/5
91%Must read
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MemPoison: Uncovering Persistent Memory Threats and Structural Blind Spots in LLM Agents

MemPoison benchmarks 1227 adversarial cases across memory substrates and finds write-time defenses fail against multi-record and dormant corruption, requiring adaptive defenses.

Jifeng Gao, Kang Xia, Yi Zhang, Xiaobin Hong 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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AI panel: 18 of 20 reviewers recommend it
lenient 5/5
medium 9/10
strict 4/5
80%Must read
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Procedural Refinement by LLM-driven Algorithmic Debugging for ARC-AGI-2

ABPR couples LLMs with Prolog meta-interpreters to debug programs via proof-tree analysis, achieving up to 98.33% Pass@2 on ARC-AGI-2 and extending to relational reasoning benchmarks.

Yuning Qiu, Lin-Feng Zou, Jiong-Da Wang, Xue-Rong Yuan 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: 12 of 20 reviewers recommend it
lenient 4/5
medium 8/10
strict 0/5
83%Must read
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Linguistic Trajectory Encoding for Efficient Long-Horizon Spatial Memory in Embodied Agents

Linguistic Trajectory Encoding compresses long-horizon object motion into hybrid language-spatial-visual timelines, outperforming baselines on multi-day spatial memory benchmarks with high compression and sub-second queries.

Xie Tianyidan, Shenyi Wang, Qiang Tang, Mingjie Wang and 6 more

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

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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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SteerVTE: Seamless Video Text Editing with Style and Glyph Control

SteerVTE steers frozen video diffusion via style and glyph control for precise, temporally coherent video text editing, outperforming baselines.

Kai Zeng, Moran Li, Zhengwei Wang, Yingchen Yu 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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lenient 4/5
medium 4/10
strict 1/5
86%Must read
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EcoGym: Evaluating LLMs for Long-Horizon Plan-and-Execute in Interactive Economies

EcoGym benchmarks long-horizon LLM economic planning across open-source environments, revealing no single model dominates and exposing strategic and execution suboptimalities.

Xueyu Hu, Jinxiang Xia, Shengze Xu, Kangqi Song and 12 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 11 on Hugging Face · Code ★ 99

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AI panel: 14 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 1/5
76%Highly rated
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Distributed Online Convex Optimization with Compressed Communication: Optimal Regret and Applications

Compressed distributed online convex optimization achieves optimal regret via error feedback and online compression, with applications to distributed non-smooth optimization.

Sifan Yang, Danyue Li, Lijun Zhang

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

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AI panel: 10 of 20 reviewers recommend it
lenient 2/5
medium 5/10
strict 3/5
78%Highly rated
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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

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AI panel: 11 of 20 reviewers recommend it
lenient 3/5
medium 8/10
strict 0/5
86%Must read
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OpenClawBench: Benchmarking Process-side Anomalies in Real-world Agent Execution Trajectories

OpenClawBench benchmarks process-side agent anomalies via 31,264 annotated trajectories, revealing 2,904 process failures among 31,135 oracle-passing executions.

Yibing Liu, Yangze Liu, Xiao-Long Yin, Bin Wang 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: 14 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 2/5
91%Must read
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TerminalWorld: Benchmarking Agents on Real-World Terminal Tasks

TerminalWorld automatically builds terminal benchmarks from wild recordings, yielding 1,530 tasks where top agents achieve only 62.5% success with weak correlation to expert benchmarks.

Zhaoyang Chu, Jiarui Hu, Xingyu Jiang, Pengyu Zou and 7 more

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026 · ▲ 8 on Hugging Face · Code ★ 48

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AI panel: 17 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 4/5
88%Must read
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WebNavigator: Global Web Navigation via Interaction Graph Retrieval

WebNavigator overcomes topological blindness via interaction graphs to turn web navigation into deterministic retrieval and pathfinding, doubling multi-site success on WebArena.

Xuanwang Zhang, Yuteng Han, Jinnan Qi, Xinyu Liu and 3 more

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

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AI panel: 15 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 2/5