Author: insights

1. Don’t Blind Your VLA: Aligning Visual Representations for OOD Generalization 🔑 Keywords: Vision-Language-Action models, Vision-Language Models, VL representations, action fine-tuning, visual […]

1. Every Activation Boosted: Scaling General Reasoner to 1 Trillion Open Language Foundation 🔑 Keywords: Ling 2.0, Mixture-of-Experts, sparse activation, reasoning accuracy, […]

1. OS-Sentinel: Towards Safety-Enhanced Mobile GUI Agents via Hybrid Validation in Realistic Workflows 🔑 Keywords: Vision-Language Models, Formal Verifier, Contextual Judge, MobileRisk-Live, […]

1. JanusCoder: Towards a Foundational Visual-Programmatic Interface for Code Intelligence 🔑 Keywords: JanusCoder, Visual-programmatic Interface, Multimodal Code Corpus, AI-generated Code 💡 Category: […]

1. InteractComp: Evaluating Search Agents With Ambiguous Queries 🔑 Keywords: Interactive Mechanisms, Query Ambiguity, Search Agents, Benchmark, Interaction Capabilities 💡 Category: Human-AI […]

1. Concerto: Joint 2D-3D Self-Supervised Learning Emerges Spatial Representations 🔑 Keywords: Concerto, 3D self-distillation, 2D-3D joint embedding, open-world perception, scene understanding 💡 […]

1. Every Attention Matters: An Efficient Hybrid Architecture for Long-Context Reasoning 🔑 Keywords: Ring-linear model series, hybrid architecture, linear attention, softmax attention, […]

1. LightMem: Lightweight and Efficient Memory-Augmented Generation 🔑 Keywords: LightMem, Large Language Models, Memory Systems, Atkinson-Shiffrin Model, Sensory Memory 💡 Category: Natural […]

1. A Theoretical Study on Bridging Internal Probability and Self-Consistency for LLM Reasoning 🔑 Keywords: Test-time scaling, large language models, self-consistency, perplexity, […]

1. When Models Lie, We Learn: Multilingual Span-Level Hallucination Detection with PsiloQA 🔑 Keywords: PsiloQA, Hallucination detection, large language models, multilingual, span-level […]

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 music generation, […]

1. Spatial Forcing: Implicit Spatial Representation Alignment for Vision-language-action Model 🔑 Keywords: Vision-language-action models, Spatial Forcing, 3D foundation models, Robotic tasks 💡 […]