Author: insights

1. CiteVQA: Benchmarking Evidence Attribution for Trustworthy Document Intelligence 🔑 Keywords: CiteVQA, Attribution Hallucination, Document Vision-Language Models, Doc-VQA 💡 Category: Multi-Modal Learning […]

1. Achieving Gold-Medal-Level Olympiad Reasoning via Simple and Unified Scaling 🔑 Keywords: Reasoning Models, Reverse-Perplexity Curriculum, Reinforcement Learning, International Mathematical Olympiad, International […]

1. MinT: Managed Infrastructure for Training and Serving Millions of LLMs 🔑 Keywords: MinT, Low-Rank Adaptation, LoRA, distributed policy management, large model […]

1. Qwen-Image-2.0 Technical Report 🔑 Keywords: Qwen-Image-2.0, high-fidelity synthesis, precise image editing, Multimodal Diffusion Transformer 💡 Category: Generative Models 🌟 Research Objective: […]

1. Mean Mode Screaming: Mean–Variance Split Residuals for 1000-Layer Diffusion Transformers 🔑 Keywords: Diffusion Transformers, Mean-Dominated Collapse, Mean Mode Screaming, Mean-Variance Split […]

1. Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning 🔑 Keywords: Skill1, skill selection, skill library, task-outcome objective, reinforcement learning 💡 […]

1. Stream-R1: Reliability-Perplexity Aware Reward Distillation for Streaming Video Generation 🔑 Keywords: Video Diffusion Model, Reliability, Perplexity, Distillation, Visual Quality 💡 Category: […]

1. ARIS: Autonomous Research via Adversarial Multi-Agent Collaboration 🔑 Keywords: ARIS, cross-model adversarial collaboration, research harness, execution layer, assurance layer 💡 Category: […]

1. Recursive Multi-Agent Systems 🔑 Keywords: RecursiveMAS, multi-agent systems, latent-space recursive computation, RecursiveLink module, gradient-based credit assignment 💡 Category: AI Systems and […]

1. From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company 🔑 Keywords: OneManCompany, multi-agent systems, agent identities, Talent Market, hierarchical […]

1. Agentic World Modeling: Foundations, Capabilities, Laws, and Beyond 🔑 Keywords: World Models, Predictive Environment Models, L1 Predictor, L2 Simulator, L3 Evolver […]

1. LLaTiSA: Towards Difficulty-Stratified Time Series Reasoning from Visual Perception to Semantics 🔑 Keywords: Time Series Reasoning, TSRM, Chain-of-Thought, Vision-Language Models, Multi-stage […]