AI Native Daily Paper Digest – 20260115
1. Controlled Self-Evolution for Algorithmic Code Optimization 🔑 Keywords: Controlled Self-Evolution, feedback-guided genetic evolution, initialization bias, Hierarchical Evolution Memory, LLM backbones 💡 […]
AI Native Daily Paper Digest – 20260109
1. GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization 🔑 Keywords: Multi-reward reinforcement learning, GRPO, GDPO, training stability 💡 Category: […]
AI Native Daily Paper Digest – 20260108
1. Entropy-Adaptive Fine-Tuning: Resolving Confident Conflicts to Mitigate Forgetting 🔑 Keywords: Entropy-Adaptive Fine-Tuning, catastrophic forgetting, token-level entropy, epistemic uncertainty, knowledge conflict 💡 […]
AI Native Daily Paper Digest – 20260106
1. Can LLMs Predict Their Own Failures? Self-Awareness via Internal Circuits 🔑 Keywords: Large Language Models, Gnosis, Self-Awareness, Intrinsic Self-Verification, Zero-Shot 💡 […]
AI Native Daily Paper Digest – 20260102
1. Improving Multi-step RAG with Hypergraph-based Memory for Long-Context Complex Relational Modeling 🔑 Keywords: Retrieval-Augmented Generation, LLMs, Hypergraph-Based Memory, Complex Reasoning, Global […]
AI Native Daily Paper Digest – 20260101
1. mHC: Manifold-Constrained Hyper-Connections 🔑 Keywords: Manifold-Constrained Hyper-Connections, Residual Connection, Identity Mapping Property, Scalability, Infrastructure Optimization 💡 Category: Foundations of AI 🌟 […]
AI Native Daily Paper Digest – 20251231
1. UltraShape 1.0: High-Fidelity 3D Shape Generation via Scalable Geometric Refinement 🔑 Keywords: 3D geometry generation, diffusion framework, high-fidelity, spatial localization 💡 […]
AI Native Daily Paper Digest – 20251230
1. Coupling Experts and Routers in Mixture-of-Experts via an Auxiliary Loss 🔑 Keywords: Mixture-of-Experts, expert-router coupling, internal activations, expert specialization 💡 Category: […]
AI Native Daily Paper Digest – 20251229
1. InsertAnywhere: Bridging 4D Scene Geometry and Diffusion Models for Realistic Video Object Insertion 🔑 Keywords: 4D scene understanding, realistic video object […]
AI Native Daily Paper Digest – 20251226
1. Latent Implicit Visual Reasoning 🔑 Keywords: Large Multimodal Models, visual reasoning, task-agnostic, supervised learning, state-of-the-art 💡 Category: Multi-Modal Learning 🌟 Research […]
AI Native Daily Paper Digest – 20251225
1. TurboDiffusion: Accelerating Video Diffusion Models by 100-200 Times 🔑 Keywords: TurboDiffusion, Video Generation, Attention Acceleration, Quantization, Step Distillation 💡 Category: Generative […]
AI Native Daily Paper Digest – 20251224
1. SemanticGen: Video Generation in Semantic Space 🔑 Keywords: SemanticGen, Diffusion Model, VAE Latents, Semantic Space, Video Generation 💡 Category: Generative Models […]