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The research behind the method

Papers accepted after peer review at workshops, symposia and bridge programmes, including those of NeurIPS, ICML and ICLR, 2025-2026.

105 papers accepted across AIXC Research; of these, 5 in materials science and 42 on methods for AI-driven science (register as of 17-10-2026).

The total covers the full AIXC Research register; only the two categories of the materials vertical are listed here.

Materials science

Featured

The Architectural Immune System: A Framework for Correcting Synthetic Fallacies in AI-Driven Science

David Scott Lewis, Enrique Zueco, Anar Batkhuu, Haley Yi

Agents4Science 2025, chaired from Stanford University

A materials discovery case study with an AI Scientist that detects and corrects its own fallacies. View on OpenReview

Methods for AI-driven science

Source: AIXC Research publication register as of 17-10-2026, built from OpenReview.