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ARXIV:2603.12226 · INTERDISCIPLINARY RESEARCH · SUBMITTED 02 APR · 02:30 UTC · FRESHNESS STALE
ARXIV:2603.12226INTERDISCIPLINARY RESEARCHSUBMITTED 02 APR · 02:30 UTCFRESHNESS STALEarXiv
Idea-Catalyst enhances interdisciplinary research by augmenting creative reasoning in humans and LLMs.
Opportunity summary
Pain Idea-Catalyst enhances interdisciplinary research by augmenting creative reasoning in humans and LLMs.
Evidence 0 refs | 0 sources | 17% coverage
Blocker Evidence unverified
Idea-Catalyst enhances interdisciplinary research by augmenting creative reasoning in humans and LLMs. Recent AI-based approaches to scientific discovery show promise for interdisciplinary research, but many prioritize rapidly designing experiments and solutions, bypassing the exploratory,…
Despite interdisciplinary research leading to larger and longer-term impact, most work remains confined to single-domain academic silos. Recent AI-based approaches to scientific discovery show promise for interdisciplinary research, but many prioritize rapidly designing experiments…
ScienceToStartup currently rates this 7.0/10 on the public viability pass. Recent AI-based approaches to scientific discovery show promise for interdisciplinary research, but many prioritize rapidly designing experiments and solutions, bypassing the exploratory, collaborative reasoning…
Interdisciplinary Research moved forward this cycle; last verified April 2026. Public score 7.0/10.
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Idea-Catalyst enhances interdisciplinary research by augmenting creative reasoning in humans and LLMs.
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Paper Pack
10.48550/arXiv.2603.12226Idea-Catalyst enhances interdisciplinary research by augmenting creative reasoning in humans and LLMs.
Abstract
Despite interdisciplinary research leading to larger and longer-term impact, most work remains confined to single-domain academic silos. Recent AI-based approaches to scientific discovery show promise for interdisciplinary research, but many prioritize rapidly designing experiments and solutions, bypassing the exploratory, collaborative reasoning processes that drive creative interdisciplinary breakthroughs. As a result, prior efforts largely prioritize automating scientific discovery rather than augmenting the reasoning processes that underlie scientific disruption. We present Idea-Catalyst, a novel framework that systematically identifies interdisciplinary insights to support creative reasoning in both humans and large language models. Starting from an abstract research goal, Idea-Catalyst is designed to assist the brainstorming stage, explicitly avoiding premature anchoring on specific solutions. The framework embodies key metacognitive features of interdisciplinary reasoning: (a) defining and assessing research goals, (b) awareness of a domain's opportunities and unresolved challenges, and (c) strategic exploration of interdisciplinary ideas based on impact potential. Concretely, Idea-Catalyst decomposes an abstract goal (e.g., improving human-AI collaboration) into core target-domain research questions that guide the analysis of progress and open challenges within that domain. These challenges are reformulated as domain-agnostic conceptual problems, enabling retrieval from external disciplines (e.g., Psychology, Sociology) that address analogous issues. By synthesizing and recontextualizing insights from these domains back into the target domain, Idea-Catalyst ranks source domains by their interdisciplinary potential. Empirically, this targeted integration improves average novelty by 21% and insightfulness by 16%, while remaining grounded in the original research problem.
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What was readable
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Dimensions overall score 7.0
PROBLEM
Idea-Catalyst enhances interdisciplinary research by augmenting creative reasoning in humans and LLMs. Recent AI-based approaches to scientific discovery show promise for interdisciplinary research, but many prioritize rapidly designing experiments and solutions, bypassing the e...
METHOD
Despite interdisciplinary research leading to larger and longer-term impact, most work remains confined to single-domain academic silos. Recent AI-based approaches to scientific discovery show promise for interdisciplinary research, but many prioritize rapidly designing experime...
RESULT
ScienceToStartup currently rates this 7.0/10 on the public viability pass. Recent AI-based approaches to scientific discovery show promise for interdisciplinary research, but many prioritize rapidly designing experiments and solutions, bypassing the exploratory, collaborative re...
WHY NOW
Interdisciplinary Research moved forward this cycle; last verified April 2026. Public score 7.0/10.
Abstract-backed public claims while anchored extraction refreshes.
Idea-Catalyst enhances interdisciplinary research by augmenting creative reasoning in humans and LLMs. Recent AI-based approaches to scientific discovery show promise for interdisciplinary research, but many prioritize rapidly designing experiments and solutions, bypassing the exploratory, collaborative reasoning processes that drive creative interdisciplinary breakthroughs.
Abstract-backed fallback claim; anchored extraction has not materialized a public claim row yet.
partial
Despite interdisciplinary research leading to larger and longer-term impact, most work remains confined to single-domain academic silos. Recent AI-based approaches to scientific discovery show promise for interdisciplinary research, but many prioritize rapidly designing experiments and solutions, bypassing the exploratory, collaborative reasoning processes that drive creative interdisciplinary breakthroughs.
Abstract-backed fallback claim; anchored extraction has not materialized a public claim row yet.
partial
ScienceToStartup currently rates this 7.0/10 on the public viability pass. Recent AI-based approaches to scientific discovery show promise for interdisciplinary research, but many prioritize rapidly designing experiments and solutions, bypassing the exploratory, collaborative reasoning processes that drive creative interdisciplinary breakthroughs.
Abstract-backed fallback claim; anchored extraction has not materialized a public claim row yet.
partial
Interdisciplinary Research moved forward this cycle; last verified April 2026. Public score 7.0/10.
Abstract-backed fallback claim; anchored extraction has not materialized a public claim row yet.
partial
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Idea-Catalyst enhances interdisciplinary research by augmenting creative reasoning in humans and LLMs.
Segment
Interdisciplinary Research
Adoption evidence
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Commercial read
7.0/10 public viability
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DEFENSIBILITY
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