… The following papers were recommended by the Semantic Scholar API SuperMemory-VQA: An Egocentric Visual Question-Answering Benchmark for Long-Horizon Memory 2026 Personal Visual Memory from Explicit and Implicit Evidence 2026 PhotoCraft: Agentic Reasoning with Hierarchical Self-Evolving Memory for … …
… Experimental results show consistent gains in lecture content quality, embodied teaching quality, assessment, and personalization over existing approaches, positioning LectūraAgents as a pedagogically well-grounded framework for personalized learning at scale. …
… Across four diagnostic axes, PC-Agents exhibit measurable trait shifts at similar rates for event-trait pairs with and without documented human change directions. …
… The following papers were recommended by the Semantic Scholar API TUX: Measuring Human--AI Tacit Understanding 2026 Behavioral Transfer in AI Agents: Evidence and Privacy Implications 2026 The Attribution Blind Spot: Detecting When Language Models Rely on Memory Rather Than Retrieved Context 2026 C… …
Papers arxiv:2605.31264 COLLEAGUE.SKILL: Automated AI Skill Generation via Expert Knowledge Distillation Published on May 29 Submitted by Qihan Ren on Jun 1 1 Paper of the day shanghai ailab Authors: , , , , Abstract Person-grounded AI skills are automatically distilled from heterogeneous traces in… …
… Hermes+ raises the average gain from retained experience and provides clearer pathway evidence, with its strongest improvement on tasks requiring outdated state to be replaced, although the effect remains capability- and model-dependent. …
Papers arxiv:2605.13481 PersonalAI 2.0: Enhancing knowledge graph traversal/retrieval with planning mechanism for Personalized LLM Agents Published on May 13 Submitted by Mikhail Menschikov on May 14 Skoltech Authors: Mikhail Menschikov , , , , , , , , , , Abstract PersonalAI 2.0 enhances LLM-based… …
… A memory module maintains user- and project-specific experience that grounds planning decisions in each user's research history. …
… Yet, current AI agent-based methods struggle with fine-grained, page-level design. Solely relying on prespecified templates or user verbose instructions, they fail to capture latent design intents, leaving Page-level Slide Personalization PSP unresolved. …
… MCP-Persona is publicly available at https://github.com/wwh0411/MCP-Persona}{https://github.com/wwh0411/MCP-Persona. …