Jul 2, 2026
Theoria: Rewrite-Acceptability Verification over Informal Reasoning States
Theoria is a verification architecture designed to determine when an AI system’s reasoning can be trusted.
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AI Research Papers
Understand new AI research with readable explanations and links to the original papers.
Jul 2, 2026
AutoMem: Automated Learning of Memory as a Cognitive Skill
AutoMem: Automated Learning of Memory as a Cognitive Skill Large Language Models (LLMs) often struggle with long-horizon tasks because their "working memory"...
Jul 2, 2026
PedNStream: Scalable Network Flow Simulation for Pedestrian Traffic Management
PedNStream: Scalable Network Flow Simulation for Pedestrian Traffic Management Managing large crowds in urban environments or at major events requires simula...
Jul 2, 2026
Graph-Native Reinforcement Learning Enables Traceable Scientific Hypothesis Generation through Conceptual Recombination
Graph-Native Reinforcement Learning Enables Traceable Scientific Hypothesis Generation through Conceptual Recombination Scientific discovery often requires c...
Jul 2, 2026
Agentic generation of verifiable rules for deterministic, self-expanding reaction classification
Agentic generation of verifiable rules for deterministic, self-expanding reaction classification Computer-assisted synthesis planning relies on libraries of...
Jul 2, 2026
Optimal Resource Utilization for Autonomous Laboratory Orchestrators
Optimal Resource Utilization for Autonomous Laboratory Orchestrators In autonomous laboratories, AI agents are increasingly capable of suggesting the next se...
Jul 2, 2026
Bayesian Uncertainty Propagation for Agentic RAG Pipelines: A Proof-of-Concept Study on Multi-Hop Question Answering
Bayesian Uncertainty Propagation for Agentic RAG Pipelines: A Proof-of-Concept Study on Multi-Hop Question Answering This paper introduces a new framework de...
Jul 2, 2026
Two AI Metrics Diverged: Will it Make All the Difference?
Two AI Metrics Diverged: Will it Make All the Difference? explores a fundamental question in AI governance: will the gap between powerful, expensive frontier...
Jul 2, 2026
Self-Evolving Agents with Anytime-Valid Certificates
Self-Evolving Agents with Anytime-Valid Certificates This paper introduces SEA, an architecture designed to allow AI agents to improve themselves while maint...
Jul 1, 2026
Harnessing Textual Refusal Directions for Multimodal Safety
Harnessing Textual Refusal Directions for Multimodal Safety Multimodal Large Language Models (MLLMs) are often trained to refuse unsafe requests, but this sa...
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