AI Native Daily Paper Digest – 20251030
1. JanusCoder: Towards a Foundational Visual-Programmatic Interface for Code Intelligence 🔑 Keywords: JanusCoder, Visual-programmatic Interface, Multimodal Code Corpus, AI-generated Code…
AI Native Daily Paper Digest – 20251029
1. InteractComp: Evaluating Search Agents With Ambiguous Queries 🔑 Keywords: Interactive Mechanisms, Query Ambiguity, Search Agents, Benchmark, Interaction Capabilities 💡…
AI Native Daily Paper Digest – 20251028
1. Concerto: Joint 2D-3D Self-Supervised Learning Emerges Spatial Representations 🔑 Keywords: Concerto, 3D self-distillation, 2D-3D joint embedding, open-world perception, scene…
AI Native Daily Paper Digest – 20251023
1. Every Attention Matters: An Efficient Hybrid Architecture for Long-Context Reasoning 🔑 Keywords: Ring-linear model series, hybrid architecture, linear attention,…
AI Native Daily Paper Digest – 20251022
1. LightMem: Lightweight and Efficient Memory-Augmented Generation 🔑 Keywords: LightMem, Large Language Models, Memory Systems, Atkinson-Shiffrin Model, Sensory Memory 💡…
AI Native Daily Paper Digest – 20251020
1. A Theoretical Study on Bridging Internal Probability and Self-Consistency for LLM Reasoning 🔑 Keywords: Test-time scaling, large language models,…
AI Native Daily Paper Digest – 20251017
1. When Models Lie, We Learn: Multilingual Span-Level Hallucination Detection with PsiloQA 🔑 Keywords: PsiloQA, Hallucination detection, large language models,…
AI Native Daily Paper Digest – 20251016
1. UniMoE-Audio: Unified Speech and Music Generation with Dynamic-Capacity MoE 🔑 Keywords: AI-generated summary, Dynamic-Capacity Mixture-of-Experts, cross-domain synergy, speech and…
AI Native Daily Paper Digest – 20251015
1. Spatial Forcing: Implicit Spatial Representation Alignment for Vision-language-action Model 🔑 Keywords: Vision-language-action models, Spatial Forcing, 3D foundation models, Robotic…