BELIEFRAG: Making Adaptive RAG State-Aware under Evolving Evidence
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MADBench: Benchmarking the Security of Multi-Agent Debate
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Evaluating Agents Across Runtime Contracts: When Mismatch Costs Efficiency or Quality
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Hard-Region Supervision: #1 on the Waymo Open Dataset 2D Video Panoptic Segmentation Leaderboard
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Soft Spatial Reasoning
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Learning-Enabled Estimation: Tight Characterizations under Sample Selection Biases
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Targeted Retrieval, Compact Representations: How CoT Reasoning Improves Long-Context Counting
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Event-Driven Refresh and Recurrence Memory to Reduce Stale Grounding in Referring Video Object Segmentation
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Strong Multilingual Privacy Tagging at Encoder Speed
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SpatialCORE: Confidence-Aware Grounded Spatial Reasoning in Large Vision--Language Models
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Matisse: Evidence-Space Reasoning for Active 3D Reconstruction
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Differentiable Structure Learning for Cyclic Linear Gaussian Models with Latent Confounders
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