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

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GraphForge: Training Working Agents with Graph-Anchored Workspace Synthesis

GraphForge synthesizes workspace tasks and verifiers over real file evidence graphs to train working agents, and fine-tuning Qwen3.6-27B improves GDPVal, Workspace-Bench-Lite, and SpreadsheetBench II results.

Qisheng Su, Hanchen Wang, 朱冠儒, Huicheng Jiang and 8 more

Published Sep 30, 2026 · 0 citations · ▲ 146 on Hugging Face

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83%Must read

The Teacher Is a Direction, Not a Destination: Extrapolating RL-Induced Representation Residuals in On-Policy Distillation

RIDE extrapolates RL-induced representation residuals for stable on-policy distillation, surpassing output-space methods and matching or exceeding RL teachers.

Hao Li, Meijia Chen, Weijie Ren, Donghan Li and 3 more

Published Sep 29, 2026 · 0 citations · ▲ 577 on Hugging Face · Code ★ 6

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Rethinking Token Reweighting for SFT: Suppress, Reverse, and Extrapolate Learned Features

Existing token-reweighting methods cannot reverse harmful SFT features; SCALE uses frozen SFT deltas with entropy-guided gates to suppress, reverse, or extrapolate them, improving math and code results.

Cunchun Li, Haonan He, Yifan Gao, Minglei Li and 3 more

Published Sep 27, 2026 · 0 citations · ▲ 11 on Hugging Face

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80%Must read
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PluginRSI: Recursive Improvement of Agent Harnesses with Reusable Plugins

PluginRSI evolves agent harnesses via reusable plugins, improving over existing methods and accelerating optimization on unseen tasks.

Yaorui Shi, Yuchun Miao, Yuxin Chen, Jiayuan Zhang and 4 more

Published Sep 26, 2026 · 0 citations · ▲ 7 on Hugging Face

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72%Highly rated
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On the Geometry of On-Policy Distillation

On-policy distillation updates occupy a sparse, low-dimensional parameter subspace that is functionally sufficient and geometrically distinct from supervised fine-tuning and reinforcement learning.

Zhennan Shen, Yanshu Li, Qingyu Yin, Chak Tou Leong and 5 more

Published Jun 5, 2026 · 0 citations · ▲ 75 on Hugging Face

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83%Must read
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SAHG: Sector-Anisotropic Hyperbolic Graph Model for Social Bot Detection

SAHG detects LLM-driven social bots by applying direction-dependent hyperbolic curvature and dual-channel feature fusion, achieving top accuracy and F1 across three benchmarks.

Hanning Lu, Yingguang Yang, Jinwei Su, Yang; Liu and 7 more

Published May 28, 2026 · 0 citations

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65%Worth a look
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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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Enhancing Out-of-distribution Generalization on Graphs via Causal Attention Learning

Causal attention learning via backdoor adjustment separates causal and shortcut graph features to improve out-of-distribution generalization of GNNs.

Yongduo Sui, Wenyu Mao, Shuyao Wang, Xiang Wang and 3 more

Published Feb 6, 2024 · 31 citations

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91%Must read
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Swin Transformer: Hierarchical Vision Transformer using Shifted Windows

Swin Transformer is a hierarchical vision transformer using shifted windows for efficient local self-attention and linear image complexity, achieving state-of-the-art results on ImageNet, COCO, and ADE20K.

Ze Liu, Yutong Lin, Yue Cao, Han Hu and 4 more

Published Oct 1, 2021 · 33,075 citations

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57%Worth a look
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MoCA: Mixture-of-Components Attention for Scalable Compositional 3D Generation

Zhiqi Li, Wenhuan Li, Tengfei Wang, Zhenwei Wang and 7 more

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

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Correction Space Steering for Hallucination Mitigation in Large Vision-Language Models

Songbo Yang, Shuliang Liu, Sihang Jia, Xuming Hu

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

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57%Worth a look
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Beyond Linear Decoders: Dynamic Expert-Coupled Optimal Decoding for Time Series Forecasting

Binwu Wang, Zhipeng Liu, Zhengyang Zhou, Pengkun Wang 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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69%Highly rated
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Robust Offline Reinforcement Learning against Out-of-Distribution Dynamics in Autonomous Driving

Haozhe Liu, Jie Wang, Rui Yang, Chunyang Liu 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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57%Worth a look
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CrossID: Cross-Supervised Spatio-Temporal Gated Fusion for Personalized Portrait Generation

Dongxu Yue, Qixin Yan, Shiao Yang, Xiaoqiang Zhou and 3 more

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

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RRL-HOI: Reflective Reinforcement Learning for Open-Vocabulary HOI Detection

Yongchao Xu, Jiawei Liu, Junfeng Wang, Yufei Zheng 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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57%Worth a look
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Diffusion Thinking for Fast Long-Form Spatial Reasoning in Vision--Language Models

Zhitao Zeng, weitao Du, Yueming Jin

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

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Interactive Combinatorial Reinforcement Learning for Knowledge Graph Reasoning

Jun Nie, Yonggang Zhang, Tongliang Liu, Chengqi Zhang 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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67%Highly rated
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FlashPlanner: Real-Time Goal-Conditioned Flow-Matching Planning for Autonomous Driving with Online RL Fine-Tuning

Qifeng Li, Yubing Gao, Xiaosong Jia, Zhiliu Liu 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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Subdata Selection: A Unified Framework for Optimal Selection and Statistical Efficiency Assessment

Min Yang, Wei Zheng, John Stufken, Ming-Chung Chang 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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VoluCore: Spanning Teacher Representations with Volumetric Coresets for Data-Efficient LLM Distillation

Wang Xi, Yue Wang

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

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RISE-Video: Can Video Generators Decode Implicit World Rules?

Mingxin Liu, Shuran Ma, Shibei Meng, Xiangyu Zhao 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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AeroMosaic:Transport-Aware Multimodal Evidence Fusion for Atmospheric Pollution Risk Inference

Muyang Zheng, Jiaming Ma, Zongyu Zhang, Qingsong Wen

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

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69%Highly rated
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Text-Based AI Tools for Research Integrity Must Be Audited on Linguistic Fairness Before Deployment

Shuai Shao, Yongkang Wan, Daoyin Dang, Lanyun Zhu 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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45%Niche pick
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S&P: Towards Scalable and Powerful Graph Learning with Hierarchical Structural Acquisition

Mingqi Yang, Zhaoyu Liu, Wenjie Feng

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

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MemTailor: Hierarchical Memory-Augmented Multi-Expert Learning for Long-Tailed Recognition

Yuyang Sun, Senyang Su, Xiaotian Wang, Pengkun 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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Joint EM Image Super-Resolution and Segmentation with Semantic and Structural Priors

Jiateng Shou, Haoyuan Shi, Zhiwei Xiong

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

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67%Highly rated
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ADKV: A Low-Overhead Adaptive Delta Quantization for KV Cache in LLM Inference

Honghao Jia, Zhenxing Li, Jialiang Guo, Jiacheng Gan

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

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Manifold-Aligned Adversarial Perturbation for Anti-Customization under Diffusion-based Purification

Ruotian Liu, Zhen Chen, Zhiguo Yang, Xiangyu Yin 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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ExoC2T: An exogenous-driven spatio-temporal learning framework for cross-city transfer

Hailong Yu, Zhengyang Zhou, Liwen Zhang, Qihe Huang 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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Reasoning Warm-up: Scaling Label-free RL via Verifiable Surrogate Rewards

Jun Nie, Bo Han, Jiaqi Fan, Yonggang Zhang 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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LifeStream: Token Life-Cycle Modeling for Training-Free Online Video Understanding

Yifan Ge, Zhihang Liu, Jiannan Ge, Chenhui Jin 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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PI-EDG: Physics-Informed Full-Space Electron Density Generation from Molecular Geometry

Jiahang Shen, Hongxin Xiang, Zhixiang Cheng, Keke 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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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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Full-Sequence Masked Diffusion for Generative Recommendation

Lei Chen, Wei Zibo

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

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U-MOF: Uncertainty-Guided Parameter-Efficient Multi-Objective Fine-Tuning for Long-Tailed Recognition

Yuan Dong, Di Wu, Zhe Zhao, Liheng Yu 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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BasicLT: Basic-Level Abstraction and Selective Differentiation for Long-Tailed Recognition

Yuan Dong, Di Wu, Zhe Zhao, Liheng Yu and 3 more

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

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MedVIGOR: Visual Evidence Internalization for Observation-Driven Reasoning in Medical VLMs

Yuan Wu, Jiayu Qian, Sipeng Wu, Songpan Gao 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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Distributed-Order Fractional Spiking Neural Network

Chengjie Ge, Yufeng Peng, Qiyu Kang, Xueyang Fu 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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67%Highly rated
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PreDiff: Sequential Recommendation by Denoising Preference Distributions

Yaoqi Chen, Jianjin Zhang, Qi Chen, Weihao Han 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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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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DETS: An Interval-Censored Evidential Sampling Framework for Cross-Domain Scientific Discovery

Jiahang Shen, Hongxin Xiang, Wenjie Du

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

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Efficient Gradient-Aware Asynchronous Reinforcement Learning for LLM Post-Training

Songhan Yang, Jie Wang, Yinqi Bai, Tong Xialiang 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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LiFi: LiDAR Generation from Multi-View Images via Geometric and Semantic Collaborative Guidance

Sizhuo Zhou, Xiaosong Jia, Fanrui Zhang, Qifeng Li 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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Thinking with Imitation: Adaptive Reinforcement-Imitation Learning for Tool-Augmented Scientific Reasoning

Fanrui Zhang, Hongmin Zhan, Qiang Zhang, Sizhuo Zhou 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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AppCIF-Bench: An Application-Level Complex Instruction Following Benchmark for Large Language Models

Jiahao Xu, Xuefang Zhao, Xinhua Feng, Hongrui Yang and 3 more

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

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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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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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Restoring the RNA-Ligand Interaction Manifold via Topology-Preserving Contrastive Learning under Epistemic Uncertainty

Kai Zheng, Jinhui Xu, Jianxin Wang

Paris Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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Robust Residual Correction via Selective Deployment for Time Series Forecasting

Jianxiang Xie, YUNCHENG HUA, Mingyue Cheng, Flora Salim 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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Thinking with Images as Continuous Policy: Numerical Visual Chain-of-Thought

Kesen Zhao, Beier Zhu, Junbao Zhou, Xingyu Zhu 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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CLaW: Codec-Guided Adaptive Latent Watermarking for Traceable Diffusion Image Generation

Huangchao Song, Lingyun Yu, Cong Li, Peiqi Jiang 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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Canopy: Tree-Aware Rollout Scheduling for Agent Reinforcement Learning

Feiyuan Zhang, LI Pengbo, Ziniu Li, Yuhao Jiang and 8 more

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

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UpSafe℃: Upcycling for Controllable Safety in Large Language Models

Yuhao Sun, Lingyun Yu, Zhuoer Xu, Kun Yang 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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Capricorn: Highly Efficient and Secure Mixture of Experts Inference Framework

Lushan Song, Xiaojian Liang, Shishuai Du, Jun J Sim 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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CyCLeGen: Cycle-Consistent Layout Prediction and Image Generation

Shan Xiaojun, Haoyu Shen, Yucheng Mao, Haiyang Xu 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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SciResearchBench: Benchmarking AI Agents on Complex Scientific Literature Discovery

Lei Xiong, Kun Luo, Ziyi Xia, Wenbo Zhang 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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Breadcrumbing Search Agents: Per-Turn Scheming Over Long-Horizon Trajectories

Xuebin Li, Hanqing Zhao, Siyuan Liang, Kejiang Chen 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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PARI: Policy-Driven Active Residual Intervention for Weakly Supervised Point Cloud Segmentation

Wenhao Gao, Sen Tao, Jiawei Liu, Jiwei Feng 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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Decoupled Safety Control: A Safety-Control Algorithm for Training-Free Safety Guidance

Huilin Zhou, Ruoxi Cheng, Yuhang Wang, Yuming Liu 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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Scaling Whole-Body Loco-Manipulation through Compositional Data Synthesis

Yufei Zhu, Runyi Yu, Yinhuai Wang, Aoru Xue and 5 more

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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SteadyThought: Mitigating LLM Under-Thinking via Thought-Level Preference Optimization

Zhenyue Peng, Lin Yang, Jie Wang, Xiaoqi Ni and 6 more

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

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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

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Verify0: Can AI Agents Build Formally Verified Software Repositories?

Zhe Ye, Hantao Lou, Yuechun Sun, Peiyang Song and 7 more

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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Opt-Arena: Evaluating, Selecting, and Generating Optimization Modeling Data via Tripartite Graphs

Yian Xu, Xiongwei Han, Jie Wang, Haoyang Liu 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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On the Bias of Group-Based Advantage Estimation

Fengkai Yang, Zherui Chen, Xiaohan Wang, Xiaodong Lu and 8 more

Paris Poster Session 4, Thu, Dec 10, 5:30 PM–7:30 PM, Paris Poster Hall · Published 2026

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Learning Visual Speech Representations via Cross-Modal Distillation and Joint Face-Lip Modeling

Jingxuan Zhang, Genshun Wan, Jia Pan, Jianqing Gao 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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Prompt Ensemble Image Purification for Test-time Adversarial Robustness of CLIP

Yuxuan Zhang, Shuchang Wang, Zhenbo Shi, Xiaoman Liu 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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When Sanitization Becomes the Trigger: Defense-Triggered Backdoor Attacks

Zhiguo Yang, Ruotian Liu, Peipei Xu, Wenjie Ruan

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

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Specialists Hold, Generalists Discount: Asymmetric Equilibrium in LLM Routing Auctions

Xinyu Hou, Yang Lu, Rabimba Karanjai, Pei-Chi Pan and 3 more

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

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Time–Frequency Non-Stationary Modeling for Multivariate Time Series Forecasting

Haoyi Zhao, Yishan Jiang, Jiqian Yang, Ji Chang 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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From Sample to Subset Construction: Coverage-Aware Curation of Robot Demonstrations

Shuo Liu, Minxin Lai, Wuyang Zhang, Yu Zhang 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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Rubric-Align: Safety Alignment through Dynamically Co-Evolving Rubrics

Ruipeng Wang, Junfeng Fang, Houcheng Jiang, Kai Tang 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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WorldForge: Forging Unified World Modeling into Video Generation

Boming Tan, Xiangdong Zhang, Ning Liao, Jingtao Zhang and 6 more

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

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Stable Partial Order Constraints for Temporal Causal Structure Learning

Changxin Rong, Xiangyu Wang, Taiyu Ban, Yanze Gao 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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Intervention-Guided Image-Free Classifier Expansion for Fine-Grained Recognition

Xiangyu Wang, Changxin Rong, Yanze Gao, Lyuzhou Chen 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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Dual-Pronged LoRA: Achieving Near-Zero Forgetting and High-Performance Adaptation for MLLMs

Jingqi Ye, haonan he, Minglei Li, Fujun Han and 2 more

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

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UniMoE-World: A Unified Mixture-of-Experts Architecture for Scalable Multi-Control Video Generation World Modeling

Jianjie Fang, Yongyan Xu, Ziyou Wang, Yuchao Huang and 12 more

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

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KuaiRecV2: Benchmarking Large-Scale Continual Learning for Diversified and Multi-task Recommendation

Chenxu Li, Shuchang Liu, Hantao Shu, Wei Yuan and 14 more

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

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Felid: A Flexible and Efficient Design for Transformer Fine-Tuning over Encrypted Data

Linru Zhang, Jun J Sim, Xiangning Wang, Jiahao Zhong and 10 more

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

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Endowing Your Vision-Language-Action Model with a Predictive Mind

Pengxiang Ding, Haoying Wang, Minghui Lin, Qishen Wang and 8 more

Paris Poster Session 4, Thu, Dec 10, 5:30 PM–7:30 PM, Paris Poster Hall · Published 2026

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The Heel of RLVR: Benchmark Glory Should Not Outpace Honest Measurement

Shuo Yang, Chiyu Ma, Kexin Huang, Jinda Lu and 10 more

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

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$\text{A}^3$-VLA: Automatic Perception-Guided Attention Alignment for Robot Manipulation

Shengzhe Zhang, Qi Zhang, Dazhong Shen, Chao Wang and 2 more

Paris Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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Joint Adaptive Neighborhood Constraint for Offline Multi-Agent Reinforcement Learning

Xiancheng Gao, Mingxiao Feng, Lin Liu, Yuanrui Duan and 3 more

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026

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Constraint Retrieval Is Not Constraint Enforcement in Large Language Models

Yongkang Yang, Xiankun Lin, Lixin Liu, Ziyan Liu 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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Omni-Safety under Cross-Modality Conflict: Vulnerabilities, Dynamic Mechanisms and Efficient Alignment

Kun Wang, Zherui Li, Zhenhong Zhou, Jie Zhang 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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FlashRelight: Portrait Video Relighting with Dynamic Lighting

Jiahui Sheng, Le Li, Limin Lin, Jiahao Li and 5 more

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

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ProGraf: Profile-Guided Planning for Step-by-Step Generation of Structured Non-Natural Images

Ran Luo, Haoxiang Deng, Lan Zhang, Mu Yuan

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

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CycleSpectra: Cyclic Motion Spectra for Phase-Queryable 4D Cardiac Reconstruction

Xueming Fu, Xin Li, Lixia Han, Ao Shen 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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Memory-Efficient Federated Fine-Tuning of LLMs via Block-wise Progressive Training

Qianyue Cao, Zongwei Zhu, Boyu Li, Yi Xiong 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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Geometry-Guided Semantic Reconstruction for 3D Instance Segmentation

Yuanhao Su, Shaofeng Zhang

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026

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DiffCap-RL: Differential QA Rewards for Dense Image and Video Captioning

Kaixun Jiang, Zhihang Liu, Jiyuan Fu, Yuzheng Wang 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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Look Before You Leap: Self-Evolving Clinical Reasoning with Psychometric Preference Optimization for Radiology Report Generation

Qi Wang, Yunfeng Min, Liwei Huang, Zeyu Zhang 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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Learning Where to Look: Observation Policy Optimization for Thinking with Images

Junfeng Wang, Jiawei Liu, Yongchao 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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MaskSense: Confronting the Visual Exploration Trap in Masked Image Generation

Yawen Shao, Jie Xiao, Kai Zhu, Yu Liu and 5 more

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

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Conditional Evaluation of Language Models with Cheap Auxiliary Signals

LACE estimates conditional LLM accuracy profiles using cheap auxiliary signals via local centering to achieve calibration-free, unbiased, locally optimal semi-supervised evaluation.

Zhi Zhang, Lingfeng Lyu, Yue Kang, Doudou Zhou

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

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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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AdaCodec: A Predictive Visual Code for Video MLLMs

AdaCodec uses predictive visual codes to send full reference frames only when unpredictable, cutting video MLLM tokens by 7x while improving long-video benchmark scores and reducing latency.

Haowen Hou, Zhen Huang, Zheming Liang, Qingyi Si and 7 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 7 on Hugging Face

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TGRL: Temperature-Grouped Reinforcement Learning for Efficient Exploration in LLMs

TGRL turns temperature-induced rollout diversity into an explicit RLVR training signal via reward contrast and Jensen-Shannon divergence, accelerating convergence up to 36% while improving math, code, and agent benchmarks.

Zihan Lin, Xiaohan Wang, Jie Cao, Jiajun Chai and 3 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 8 on Hugging Face · Code ★ 3

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71%Highly rated
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DeformGen: Dynamics-Based Topology Augmentation for Deformable Manipulation Policy Learning

DeformGen uses dynamics-based topological augmentation to generate diverse deformable object states and warp trajectories for improved manipulation policy learning.

Zili Lin, Wenyao Zhang, Yuyang Zhang, Zekun Qi and 8 more

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

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Experience Makes Skillful: Enabling Generalizable Medical Agent Reasoning via Self-Evolving Skill Memory

SkeMex improves medical agents via self-evolving skill memory that distills reusable procedural knowledge, governs retention by utility, and outperforms memory-based agents across clinical tasks.

Haoran Sun, Wenjie Li, Yujie Zhang, Zekai Lin and 7 more

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

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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 0/5
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