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NVIDIA Introduces ProRL: Long-Horizon Reinforcement Learning Boosts Reasoning and Generalization
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NVIDIA Introduces ProRL: Long-Horizon Reinforcement Learning Boosts Reasoning and Generalization

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Recent advances in reasoning-focused language models have marked a major change in AI by scaling test-time computation. Reinforcement learning (RL) […]

NVIDIA AI Releases Llama Nemotron Nano VL: A Compact Vision-Language Model Optimized for Document Understanding
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NVIDIA AI Releases Llama Nemotron Nano VL: A Compact Vision-Language Model Optimized for Document Understanding

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NVIDIA has introduced Llama Nemotron Nano VL, a vision-language model (VLM) designed to address document-level understanding tasks with efficiency and […]

OpenAI Introduces Four Key Updates to Its AI Agent Framework
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OpenAI Introduces Four Key Updates to Its AI Agent Framework

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OpenAI has announced a set of targeted updates to its AI agent development stack, aimed at expanding platform compatibility, improving […]

Hugging Face Releases SmolVLA: A Compact Vision-Language-Action Model for Affordable and Efficient Robotics
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Hugging Face Releases SmolVLA: A Compact Vision-Language-Action Model for Affordable and Efficient Robotics

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Despite recent progress in robotic control via large-scale vision-language-action (VLA) models, real-world deployment remains constrained by hardware and data requirements. […]

From Exploration Collapse to Predictable Limits: Shanghai AI Lab Proposes Entropy-Based Scaling Laws for Reinforcement Learning in LLMs
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From Exploration Collapse to Predictable Limits: Shanghai AI Lab Proposes Entropy-Based Scaling Laws for Reinforcement Learning in LLMs

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Recent advances in reasoning-centric large language models (LLMs) have expanded the scope of reinforcement learning (RL) beyond narrow, task-specific applications, […]

Meta Releases Llama Prompt Ops: A Python Package that Automatically Optimizes Prompts for Llama Models
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Meta Releases Llama Prompt Ops: A Python Package that Automatically Optimizes Prompts for Llama Models

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The growing adoption of open-source large language models such as Llama has introduced new integration challenges for teams previously relying […]

This AI Paper Introduces LLaDA-V: A Purely Diffusion-Based Multimodal Large Language Model for Visual Instruction Tuning and Multimodal Reasoning
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This AI Paper Introduces LLaDA-V: A Purely Diffusion-Based Multimodal Large Language Model for Visual Instruction Tuning and Multimodal Reasoning

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Multimodal large language models (MLLMs) are designed to process and generate content across various modalities, including text, images, audio, and […]

NVIDIA AI Introduces Fast-dLLM: A Training-Free Framework That Brings KV Caching and Parallel Decoding to Diffusion LLMs
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NVIDIA AI Introduces Fast-dLLM: A Training-Free Framework That Brings KV Caching and Parallel Decoding to Diffusion LLMs

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Diffusion-based large language models (LLMs) are being explored as a promising alternative to traditional autoregressive models, offering the potential for […]

Off-Policy Reinforcement Learning RL with KL Divergence Yields Superior Reasoning in Large Language Models
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Off-Policy Reinforcement Learning RL with KL Divergence Yields Superior Reasoning in Large Language Models

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Policy gradient methods have significantly advanced the reasoning capabilities of LLMs, particularly through RL. A key tool in stabilizing these […]

Enigmata’s Multi-Stage and Mix-Training Reinforcement Learning Recipe Drives Breakthrough Performance in LLM Puzzle Reasoning
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Enigmata’s Multi-Stage and Mix-Training Reinforcement Learning Recipe Drives Breakthrough Performance in LLM Puzzle Reasoning

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Large Reasoning Models (LRMs), trained from LLMs using reinforcement learning (RL), demonstrated great performance in complex reasoning tasks, including mathematics, […]

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