AI Native Daily Paper Digest – 20260506
1. ARIS: Autonomous Research via Adversarial Multi-Agent Collaboration 🔑 Keywords: ARIS, cross-model adversarial collaboration, research harness, execution layer, assurance layer…
AI Native Daily Paper Digest – 20260429
1. Recursive Multi-Agent Systems 🔑 Keywords: RecursiveMAS, multi-agent systems, latent-space recursive computation, RecursiveLink module, gradient-based credit assignment 💡 Category: AI…
AI Native Daily Paper Digest – 20260428
1. From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company 🔑 Keywords: OneManCompany, multi-agent systems, agent identities, Talent…
AI Native Daily Paper Digest – 20260427
1. Agentic World Modeling: Foundations, Capabilities, Laws, and Beyond 🔑 Keywords: World Models, Predictive Environment Models, L1 Predictor, L2 Simulator,…
AI Native Daily Paper Digest – 20260424
1. LLaTiSA: Towards Difficulty-Stratified Time Series Reasoning from Visual Perception to Semantics 🔑 Keywords: Time Series Reasoning, TSRM, Chain-of-Thought, Vision-Language…
AI Native Daily Paper Digest – 20260423
1. LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model 🔑 Keywords: LLaDA2.0-Uni, Discrete Diffusion Language Model, Multimodal…
AI Native Daily Paper Digest – 20260422
1. Tstars-Tryon 1.0: Robust and Realistic Virtual Try-On for Diverse Fashion Items 🔑 Keywords: Virtual try-on, Photorealistic results, Real-time performance,…
AI Native Daily Paper Digest – 20260421
1. Extending One-Step Image Generation from Class Labels to Text via Discriminative Text Representation 🔑 Keywords: MeanFlow, text inputs, LLM-based…
AI Native Daily Paper Digest – 20260420
1. Elucidating the SNR-t Bias of Diffusion Probabilistic Models 🔑 Keywords: Diffusion Probabilistic Models, SNR-timestep bias, differential correction, frequency components,…