Message Passing Enables Efficient Reasoning
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New papers, breakthroughs and academic AI research
Certification-Enhanced Generalization Bounds
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Constrained Goal-directed Planar Graph Generation with Grammar-based Reinforcement Learning
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Generative World Models Enable Predictive Control of Laser Melt Pool Dynamics
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Office Comprehension Benchmark
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Rubrics on Trial: Evolving Rubrics from a Single Query via Synthetic Pairwise Evidence
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SLPO: Scaling Latent Reasoning via a Surrogate Policy
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From Tool to Agent: How Worker Needs Reorganize Across the Agentic Roles of Workplace AI
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PerCoV2: Ultra-Low Bit-Rate Perceptual Image Compression via Query-Based 1D Multimodal Image Tokens
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RoSA: Rotational Sparse Adaptation for Memory-Efficient Fine-Tuning
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OCL-PDE: A Generative Framework for PDE Inverse Problems with Observation-Complementary Latents
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What May an Agent Change About Itself? A Containment Floor for Self-Configuring Agent Runtimes
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