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autonomous research

7 articles · Page 1 of 1
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Aug 13, 2026 · Artificial Intelligence

ARIS: Cross-Model Review and Persistent Memory Mechanisms for Reliable Long-Term Research Tasks

The talk introduces ARIS, an open‑source autonomous research system that uses cross‑model adversarial collaboration, a three‑layer evidence audit chain, and multi‑channel writing audit to ensure honest, end‑to‑end generation of research ideas through papers.

AI AgentsARISautonomous research
0 likes · 4 min read
ARIS: Cross-Model Review and Persistent Memory Mechanisms for Reliable Long-Term Research Tasks
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Jul 16, 2026 · Artificial Intelligence

From Memory to Autonomous Research: Building Sustainable Long‑Horizon AI Agents

In this MLNLP academic talk, PhD student Hu Yuyang presents a comprehensive overview of long‑horizon agents, covering context management, memory systems, and autonomous research, and introduces his representative works SAM, AgentFugue, CompassMem, and Arbor that advance sustainable AI agents for real‑world tasks.

Context ManagementLong-horizon AgentsMachine learning
0 likes · 5 min read
From Memory to Autonomous Research: Building Sustainable Long‑Horizon AI Agents
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Jun 25, 2026 · Artificial Intelligence

AutoResearch Advances: RUC & Microsoft Open‑Source Arbor Gives Agents Research Memory

Arbor, an open‑source autonomous research framework from RUC’s Gaoling AI Institute and Microsoft Research, structures the research loop with a growing hypothesis‑tree and insight back‑propagation, allowing agents to retain hypotheses, evidence, and failures, and achieves the best held‑out results on six real AO tasks, surpassing Codex and Claude Code.

AI research automationArbor frameworkLLM Agents
0 likes · 18 min read
AutoResearch Advances: RUC & Microsoft Open‑Source Arbor Gives Agents Research Memory
DataFunTalk
DataFunTalk
May 27, 2026 · Artificial Intelligence

DeliAutoResearch Cuts Human Effort to 2 Hours – Knowledge Accumulation Is the Real Bottleneck

DeepSeek researcher Chen Deli reports that using his DeliAutoResearch skill and a suite of AI agents, a 46‑page research paper was produced in six days with only two hours of human CPU time, revealing that the true limits of autonomous research lie in continuous knowledge accumulation and reliable self‑evaluation rather than model capability.

AI AgentsL1-L5 taxonomyagent architectures
0 likes · 8 min read
DeliAutoResearch Cuts Human Effort to 2 Hours – Knowledge Accumulation Is the Real Bottleneck
PaperAgent
PaperAgent
Apr 15, 2026 · Artificial Intelligence

Can AI Run an Entire Research Project End‑to‑End? Inside the AiScientist Breakthrough

The article analyzes the AiScientist system, which aims to let AI autonomously drive long‑horizon machine‑learning research projects from paper comprehension through environment setup, code generation, experiment execution, log analysis and iterative refinement, and reports strong benchmark results that demonstrate its practical feasibility.

AI AgentsAiScientistResearch automation
0 likes · 11 min read
Can AI Run an Entire Research Project End‑to‑End? Inside the AiScientist Breakthrough
AI Explorer
AI Explorer
Apr 3, 2026 · Artificial Intelligence

How AI Scientist‑v2 Is Pioneering Fully Automated Scientific Discovery

AI Scientist‑v2, an open‑source multi‑agent system that uses progressive agent tree search to generate hypotheses, run experiments, analyze data, and write papers, has produced the first AI‑written peer‑reviewed article while highlighting both its groundbreaking capabilities and associated security risks.

AI scientistOpen sourceagent tree search
0 likes · 7 min read
How AI Scientist‑v2 Is Pioneering Fully Automated Scientific Discovery
Old Zhang's AI Learning
Old Zhang's AI Learning
Mar 29, 2026 · Artificial Intelligence

Fully Automated Code and Paper Generation: Claude, Codex, and Autoresearch Variants

The article examines Karpathy's Autoresearch project and its community forks—Codex Autoresearch, Claude Autoresearch, and AutoResearchClaw—detailing their design, experiment loops, core rules, installation steps, and a comparative analysis of capabilities, targets, and limitations for autonomous AI-driven research and development.

AI AgentsClaudeCodex
0 likes · 18 min read
Fully Automated Code and Paper Generation: Claude, Codex, and Autoresearch Variants