the-decoder

GPT and Claude failed Bridgewater's finance tests because the right answers were never public

Hedge fund Bridgewater and Thinking Machines Lab say a fine-tuned open-weight model outperforms the strongest AI models at evaluating financial documents, at a fraction of the cost. The numbers come ...
the-decoder

OpenAI launches Claude Mythos rival GPT-5.6 Sol under government access it calls unsustainable

OpenAI's new GPT-5.6 generation includes the flagship Sol and two cheaper tiers, Terra and Luna. Sol matches or beats Anthropic's Claude Mythos 5 across benchmarks, with a clear lead in agentic coding ...
IEEE

Redesigning the Decoder and Loss Function of Diffusion Transformer for PV Temporal Simulation

Abstract: Photovoltaic (PV) temporal simulation is a core technology for PV planning analysis. This paper proposes the Weather Diffusion Transformer (Weather-DiT), which is based on a diffusion model ...
IEEE

Optimizing Resource Allocation for Dynamic IoT Requests Using Network Function Virtualization

Abstract: Network Function Virtualization (NFV) is essential for ensuring efficient and scalable Internet-of-Things(IoT) networks. However, optimizing resource allocation in an NFV-enabled IoT (NIoT) ...
GitHub

Towards Unified Image Deblurring using a Mixture-of-Experts Decoder

TLDR. We present the first all-in-one deblurring method, enabled by the strong similarity we observed in the network weights for handling different blur degradations. This is the official ...