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FrameMorrow: Future-guided Frame Selection with Prospective Tokens for Long-Horizon Video Generation

FrameMorrow guides historical frame selection via prospective tokens representing future needs, improving consistency and quality across diverse long-horizon video generators.

Bo Yin, Xiaobin Hu, Jiaqi Zhao, Shuicheng Yan

Published Sep 30, 2026 · 0 citations · ▲ 105 on Hugging Face · Code ★ 29

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Dream4ACT: A Shared Visual Action Interface for Multi-Embodiment Video-Action Modeling

Dream4ACT introduces action views to unify cross-embodiment joint actions as shared visual representations, enabling joint video-action modeling and 88.98% RoboTwin 2.0 success with training-free multiview recovery.

Xiangyu Zhu, Jin Xu, Yue Guo, Xin Wu and 5 more

Published Sep 30, 2026 · 0 citations · ▲ 8 on Hugging Face

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Differential Vector Erasure: Unified Training-Free Concept Erasure for Flow Matching Models

Zhiqi Zhang, Xinhao Zhong, Yi Sun, Shuoyang Sun 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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CircuitSeer: Mining High-Quality Data by Probing Mathematical Reasoning Circuits in LLMs

Shaobo Wang, Yongliang Miao, YuanCheng Liu, Qianli Ma 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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The Scaling Laws of Skills in LLM Agent Systems

Qiguang Chen, Qiming Yu, Yuhang Gu, Zhuoye Huang and 11 more

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

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Learning to Learn from Multimodal Experience

Xingyu Sui, Weixiang Zhao, Yongxin Tang, Yanyan Zhao and 3 more

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

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How Do Language Models Understand Tables? A Mechanistic Analysis of Cell Location

Xuanliang Zhang, Dingzirui Wang, Keyan Xu, Qingfu Zhu and 1 more

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

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OpenSearcher: Democratizing Deep Search through a Fully Offline Pipeline with Programmatic Verification

Zheng Chu, Xiao Wang, HuiMing Fan, Qianyu Wang and 5 more

Paris Poster Session 1, Wed, Dec 9, 12:30 PM–2:30 PM, Paris Poster Hall · 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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Adaptive Entropy-Sparing for Efficient Reasoning

Cong Jiang, Xiaofeng Zhang, Tom Ko, Zheng Zhang

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

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What Drives Test-Time Adaptation for CLIP? A Controlled Empirical Study from an Update Perspective

Jiazhen Huang, Xiao Chen, Zhiming Liu, Yaru Sun 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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Hydra-DP3: Frequency-Aware Right-Sizing of 3D Diffusion Policies for Visuomotor Control

Jinhao Zhang, Zhexuan Zhou, Huizhe Li, Yichen Lai 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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ToLD: Efficient Time Series Forecasting via Tokenized Truncated Latent Diffusion

Jiayi Tian, Jiaze Wang, Wenzhe zhao, Tian Xia 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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Chain-of-Correction: Progress-Aware Policy Steering via Anchor-Grounded Predictive Reasoning

Xuening Zhang, Xiang Deng, Jiayi Lin, Qi Lv 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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SAX: Advancing Video Diffusion Models for Sequential Action Execution

Haoyu Wang, Baorui Ma, Donglin Di, Shiliang Zhang

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

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TOM-Pruning: Target-aware Output Manifold for LLM Pruning

Junchen Hao, Weikang Meng, Yingjian Li, Zheng Zhang

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

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ProCARE: Real-World Study Automation via Profile-Grounded Evidence Contracts

Zhaoyu Fan, Bowen Han, Yanwei Ren, Jincheng Ou 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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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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MMTA: Benchmarking Multimodal Temporal Analysis with Time Series, Text, and Vision

Ziyang Zhang, Shenyi Li, Yilin wang, Ziyun Cui 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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MMLongCite: A Benchmark for Evaluating Faithfulness of Long-Context Vision-Language Models

Keyan Zhou, Zecheng Tang, Lingfeng Ming, Qiguang Chen and 8 more

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

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SWE-GPU-Bench: Can Language Models Solve Real-World GPU Software Engineering Tasks?

Feng Chen, binbin liu, Wenhan Han, Yin Zheng

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

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HIFC-IQA: Train-Free Cross-Domain Image Quality Assessment via Dual-Process Cognition

Yu Li, Zhengran Shen, Puchao Zhou, Yachun Mi 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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Prism Attention: Proposal-Refined Index Sharing Mechanism for Efficient LLMs Inference

Zhenxu Tian, Kebin Liu, Zhengwu Yang, Yi Su and 7 more

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

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State-Resolving Attention for Length-Extrapolating Transformers

Zicheng Liu, Di Wu, Jintao Chen, Di Huang

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

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Decide Before You Record: Heterogeneity-Guided Pre-Acquisition Stimulus Selection for Cross-Day Neuroprostheses

Di Wu, Binglun Huang, Chengxi Xie, Zhenxi Song 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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SpatialVAM: Spatial-Aware Multi-View Video Diffusion as a Data-Efficient Robot Policy

Peiyan Li, Yixiang Chen, Yuan Xu, Jiabing Yang and 12 more

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

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Test-Time Prompt-Agnostic Decomposition

Junze Wang, Lei Fan, Dezheng Zhang, Donglin Di 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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Towards Effective and Transferable Physical Camouflage against Multi-View BEV-based 3D Perception in Autonomous Driving

Linye Lyu, Jiawei Zhou, Daojing He, YU LI

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

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STEMFly: Enhancing UAV Vision-Language Navigation via Sensor Grounding, Temporal Diversity and Episodic Memory

Guangdao Zhu, Xu Chen, Shuhong Hou, Weili Guan 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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Skipping Domain Shifts: Domain Memory Retention Enhanced Hyperspectral Single-Source Domain Generalization

Taiqin Chen, Hao Sha, Xiaochen Feng, Chunyu Chen 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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GAMMA: Scalable 4D Gaussian Reconstruction Model for Novel View Synthesis of Monocular Videos

Weiqi Zhang, Junsheng Zhou, Xuancheng Zhang, Juntong Fang 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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Panoptic Saliency Ranking

Zhenyu Wu, Min Li, Chong Ma, Xun Gong 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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ARES: How Reliable Are LLM User Simulators for Recommender A/B Testing?

Hongyang Su, Beibei Kong, Lei Cheng, Chengxiang Zhuo 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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Breaking Information Islands in Sparse Tuning via Small-World Connectivity

Xianchao Guan, Zijun Xiong, Yifeng Wang, Yubo Cui 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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Unveiling Entropy-Performance Decoupling in Agentic RL for Tool-Integrated Reasoning

Yirong Zeng, Shen You, Yufei Liu, Hao Cong 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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ClawBenchPro: Benchmarking How Well Agent Harnesses Work

Yufei Liu, Yirong Zeng, Yuxiang He, Yutai Hou 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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Hyperbolic Concept Embedding Model for Interpretable Medical Image Diagnosis

Qihao Xu, Yadong Liu, Yong Xu, Xiaoling Luo 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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Learning Semantic Consistency for Open-Vocabulary Dense Perception

Li Ding, Junjie Wang, Jingjun Yang, Jiaze Wang 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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XTraj: A Coarse-to-Fine Autoregressive Framework for Transferable Trajectory Generation

wang chao, ZHIQUAN LAI, Xinwei Fang, Yuanshao Zhu 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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Coarse-to-Fine Autoregression over Hierarchical Discrete Codes for Molecular Graph Generation

Haozhuo Zheng, Cheng Wang, Pengyu Chen, YajunTian 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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