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20242026
most citedA Simple Image Segmentation Framework via In-Context Examples

2 citations · 2 across the 11 of their papers we have counts for

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5 papers · 1 filter

cs.CV2026

CoEvoWhen: Policy-Tool Coevolution for Ultra-Long Video Temporal Grounding

Yiduo Jia, Muzhi Zhu, Jinchuan Shi +4

Ultra-long video temporal grounding requires balancing long-range evidence search with fine-grained event understanding under a limited visual budget, yet existing agentic methods…

cs.CV2026

Metric-Bench: Exploring In-context Spatial Metric Reasoning in VLMs for Indoor Scenes

Yuling Xi, Haokai Zhang, Muzhi Zhu +10

Metric reasoning is a critical and challenging task for Vision Language Models (VLMs), playing a pivotal role in embodied AI tasks such as robotic manipulation and autonomous navig…

cs.CL2026

ForeDreamer: A Self-Evolving Dual-Agent Memory Architecture for Future Event Prediction

Linhao Zhong, Zongze Du, Linyu Wu +6

Open-web future event prediction requires agents to distill reliable signals from noisy, redundant, and incomplete evidence. Existing retrieval/memory mechanisms directly feed retr…

cs.CV2026

OmniJigsaw: Enhancing Omni-Modal Reasoning via Modality-Orchestrated Reordering

Yiduo Jia, Muzhi Zhu, Hao Zhong +7

To extend the reinforcement learning post-training paradigm to omni-modal models for concurrently bolstering video-audio understanding and collaborative reasoning, we propose OmniJ…

cs.CL2026

Beyond Hard Masks: Progressive Token Evolution for Diffusion Language Models

Linhao Zhong, Linyu Wu, Bozhen Fang +6

Diffusion Language Models (DLMs) offer a promising alternative for language modeling by enabling parallel decoding through iterative refinement. However, most DLMs rely on hard bin…