Research

• Dynamic model and policy routing for general-purpose AI1 paper raises it · 1 addresses it

  Orchestrating heterogeneous models and tools efficiently while balancing quality and cost remains unsolved for AGI-scale systems.

  • Route Anything: A Study of Model and Policy Routing for General-Purpose AI Systemsraises · addresses
• Cross-repository consistency in multi-repo software development1 paper raises it · 0 address it

  Agents fail to maintain consistency across interdependent repositories, a critical gap for real-world software engineering.

  • CrossSWE: Benchmarking Cross-Repository Joint Development for Coding Agentsraises
• Long-video generation with consistent appearance and motion1 paper raises it · 1 addresses it

  Chunk-wise methods degrade quality and cause drift over long rollouts, limiting real-time streaming video generation.

  • Wave Forcing: Towards Speed-of-Light Streaming Video Generationraises · addresses
• Local decision-making for reasoning compression1 paper raises it · 1 addresses it

  Existing methods reduce chain-of-thought length without addressing when to stop reasoning, leading to inefficiency or overthinking.

  • Think Less, Locally: Local Preference Learning for Reasoning Compressionraises · addresses
• Topological pathologies in physics-informed neural networks1 paper raises it · 1 addresses it

  Vanilla PINNs fail on problems with holes, punctures, or discontinuous interfaces due to path dependence and non-exact forms.

  • De Rham cohomological architectures for PINNs and PDEs with topological holesraises · addresses

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• Linear bandits112+72.3%
• Diffusion priors28+64.7%
• Channel state information20+53.8%
• Molecular property prediction56+51.4%
• Algorithmic trading28+47.4%
• Federated learning45+36.4%
• Speech emotion16+23.1%
• Quantum machine learning26+18.2%