Graffiti turns graph-theory conjecture generation into a sustained computer program

Graffiti evaluated candidate relations between graph invariants, retained statements without known counterexamples and used heuristics to suppress trivial or redundant conjectures.

What happened?

Fajtlowicz's Graffiti program generated graph-theoretic conjectures from a library of graphs and numerical invariants; the First Japan Conference on Graph Theory and Applications began on 1 June 1986 and provides the public conference anchor for the early Graffiti record.

Why it matters

It demonstrated a durable human–machine discovery workflow in which a computer proposes mathematical conjectures and the research community proves, disproves and refines them.

Significance rationale: Graffiti made automated conjecture generation a sustained research activity in graph theory, producing machine-suggested inequalities and conjectures that mathematicians could investigate.

Historical context

Earlier developments

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Later developments

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Related milestones

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Primary evidence

Evidence & status at a glance

Significance
H2 · Field milestone
Verification
Paper released
Evidence level
E2 · Research record
AI role
Autonomous primary role
Formal assurance
No formal assurance

How should these labels be read? →

Contribution & verification

Mathematical novelty
New conjecture
Interface
Symbolic
AI contribution
The program autonomously generated and filtered candidate graph-theory conjectures from its knowledge base.
Human contribution
Siemion Fajtlowicz designed the invariant library and conjecturing heuristics, while mathematicians evaluated and developed the generated conjectures.
Verification
Paper released · E2 · Research record · No formal assurance
Last reviewed
2026-09-15

Technical details

Systems
graffiti
Organizations
university-of-houston
Problems
graph-theory-conjecturing
Methods
automated-conjecturing, heuristic-filtering, graph-invariants

Sources & artifacts

Verification history

  • 1988-01-01 · Paper released · E2 · Research record

    The proceedings article “On Conjectures of Graffiti” documents the system presented in the 1986 Hakone conference series.

Corrections

No corrections recorded.