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Temporal Reasoning with Large Language Models Augmented by Evolving Knowledge Graphs
ArXiv link for Temporal Reasoning with Large Language Models Augmented by Evolving Knowledge Graphs
Posts to AI papers, or people sharing explainer threads of research. Be mindful of hype and aware that many are pre-prints (ie, not peer reviewed). To guarantee your post shows up here use #papersky. Created by @eryk.bsky.social.
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Temporal Reasoning with Large Language Models Augmented by Evolving Knowledge Graphs
ArXiv link for Temporal Reasoning with Large Language Models Augmented by Evolving Knowledge Graphs
arxiv.org
Virtual Agent Economies
The rapid adoption of autonomous AI agents is giving rise to a new economic layer where agents transact and coordinate at scales and speeds beyond direct human oversight. We propose the "sandbox econo...
arxiv.org
arxiv.org
arxiv.org
Img2CAD: Reverse Engineering 3D CAD Models from Images through VLM-Assisted Conditional Factorization
ArXiv link for Img2CAD: Reverse Engineering 3D CAD Models from Images through VLM-Assisted Conditional Factorization
arxiv.org
Paper2Agent: Reimagining Research Papers As Interactive and Reliable AI Agents
We introduce Paper2Agent, an automated framework that converts research papers into AI agents. Paper2Agent transforms research output from passive artifacts into active systems that can accelerate downstream use, adoption, and discovery. Conventional research papers require readers to invest substantial effort to understand and adapt a paper's code, data, and methods to their own work, creating barriers to dissemination and reuse. Paper2Agent addresses this challenge by automatically converting a paper into an AI agent that acts as a knowledgeable research assistant. It systematically analyzes the paper and the associated codebase using multiple agents to construct a Model Context Protocol (MCP) server, then iteratively generates and runs tests to refine and robustify the resulting MCP. These paper MCPs can then be flexibly connected to a chat agent (e.g. Claude Code) to carry out complex scientific queries through natural language while invoking tools and workflows from the original paper. We demonstrate Paper2Agent's effectiveness in creating reliable and capable paper agents through in-depth case studies. Paper2Agent created an agent that leverages AlphaGenome to interpret genomic variants and agents based on ScanPy and TISSUE to carry out single-cell and spatial transcriptomics analyses. We validate that these paper agents can reproduce the original paper's results and can correctly carry out novel user queries. By turning static papers into dynamic, interactive AI agents, Paper2Agent introduces a new paradigm for knowledge dissemination and a foundation for the collaborative ecosystem of AI co-scientists.
arxiv.org
Mouse vs. AI: A Neuroethological Benchmark for Visual Robustness and Neural Alignment
Visual robustness under real-world conditions remains a critical bottleneck for modern reinforcement learning agents. In contrast, biological systems such as mice show remarkable resilience to environ...
arxiv.org
Mouse vs. AI: A Neuroethological Benchmark for Visual Robustness and Neural Alignment
Visual robustness under real-world conditions remains a critical bottleneck for modern reinforcement learning agents. In contrast, biological systems such as mice show remarkable resilience to environ...
arxiv.org
The (Short-Term) Effects of Large Language Models on Unemployment and Earnings
Large Language Models have spread rapidly since the release of ChatGPT in late 2022, accompanied by claims of major productivity gains but also concerns about job displacement. This paper examines the...
arxiv.org
REFER: Mitigating Bias in Opinion Summarisation via Frequency Framed Prompting
ArXiv link for REFER: Mitigating Bias in Opinion Summarisation via Frequency Framed Prompting
arxiv.org
Disinformation about autism in Latin America and the Caribbean: Mapping 150 false causes and 150 false cures of ASD in conspiracy theory communities on Telegram
How do conspiracy theory communities in Latin America and the Caribbean structure, articulate, and sustain the dissemination of disinformation about autism? To answer this question, this research inve...
grafting.stanford.edu
Exploring Diffusion Transformer Designs via Grafting
Exploring Diffusion Transformer Designs via Grafting
arxiv.org
A Post-Starburst Pathway for the Formation of Massive Galaxies and Black Holes at z>6
Understanding the rapid formation of supermassive black holes (SMBHs) in the early universe requires insight into stellar mass growth in host galaxies. Here, we present NIRSpec rest-frame optical spec...