Author: insights

1. SeedVR2: One-Step Video Restoration via Diffusion Adversarial Post-Training 🔑 Keywords: Video Restoration, AI-Generated, Adaptive Window Attention, Feature Matching Loss 💡 Category: […]

1. MiMo-VL Technical Report 🔑 Keywords: MiMo-VL-7B-SFT, MiMo-VL-7B-RL, Multimodal Reasoning, Mixed On-policy Reinforcement Learning, Chain-of-Thought 💡 Category: Multi-Modal Learning 🌟 Research Objective: […]

1. UniWorld: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation 🔑 Keywords: Unified Generative Framework, Visual-Language Models, Image Perception, Image Manipulation […]

1. Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning 🔑 Keywords: RLVR, token entropy patterns, high-entropy […]

1. ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models 🔑 Keywords: Prolonged reinforcement learning, Reasoning strategies, Language models, AI-generated […]

1. Table-R1: Inference-Time Scaling for Table Reasoning 🔑 Keywords: Table Reasoning, Distillation, RLVR, Generalization, LLMs 💡 Category: Knowledge Representation and Reasoning 🌟 […]

1. The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models 🔑 Keywords: Policy Entropy, Entropy Dynamics, LLMs, Reinforcement Learning, Exploration 💡 […]

1. Mutarjim: Advancing Bidirectional Arabic-English Translation with a Small Language Model 🔑 Keywords: Mutarjim, Arabic-English translation, Tarjama-25, two-phase training, AI-generated summary 💡 […]

1. TabSTAR: A Foundation Tabular Model With Semantically Target-Aware Representations 🔑 Keywords: TabSTAR, Foundation Tabular Model, Semantically Target-Aware Representations, transfer learning 💡 […]

1. NovelSeek: When Agent Becomes the Scientist — Building Closed-Loop System from Hypothesis to Verification 🔑 Keywords: AI, Autonomous Scientific Research, Multi-Agent […]

1. Web-Shepherd: Advancing PRMs for Reinforcing Web Agents 🔑 Keywords: Web-Shepherd, web navigation, process reward model, multimodal large language model 💡 Category: […]

1. Emerging Properties in Unified Multimodal Pretraining 🔑 Keywords: BAGEL, multimodal understanding, foundational model, complex multimodal reasoning, generation 💡 Category: Multi-Modal Learning […]