…complexity and memory overhead from redundant key-value caches, which are addressed through a hybrid compression strategy that separates attention heads into static and dynamic categories for optimized caching. AI-generated summary…
…cleaning operators to align real-world data with synthetic training distributions, improving both accuracy and calibration. AI-generated summary Tabular Foundation Models (TFMs) achieve state-of-the-art zero-shot accuracy on…
…Zhennan Chen , , , , , , , , , Ying Tai Abstract Latent-to-Pixel transfer paradigm efficiently leverages pre-trained latent diffusion models to create pixel-space models with minimal training overhead and high-resolution generation capabilities. AI…
…first AI system to complete Pokemon Blue, Yellow Legacy on hard mode, and Crystal without a lost battle. In the hardest stages, the agent itself began iterating on its strategy through long…
…To address this issue, we study both exact and approximate correction routes. We propose three exact old-logit acquisition strategies: snapshot-based version tracking , a dedicated old-logit model , and synchronization via…
…the mar anchor is clever, and i wonder how it interacts with the routing strategy when the aesthetic baseline and the task-specific rewards pull in different directions. btw the arxivlens breakdown…
…Further analysis uncovers sharp capability boundaries across task domains, divergent behavioral strategies among models, and a disconnect between token consumption and output quality , providing fine-grained diagnostic signals beyond what aggregate metrics…
…We further implement UniPrefill as a continuous batching operator and extend vLLM 's scheduling strategy to natively support prefill-decode co-processing and tensor parallel for UniPrefill, enabling its seamless integration into…
…Xin Zhou , , , , , , Abstract HERMES++ combines 3D scene understanding and future geometry prediction through BEV representation, LLM-enhanced queries, temporal linking, and joint geometric optimization for autonomous driving applications. AI-generated summary Driving…
…https://github.com/PrimeIntellect-ai/prime-rl/blob/main/src/prime_rl/trainer/models/layers/lora/multi_moe.py . vLLM releases have supported per-expert LoRA loading and serving for MoEs for…