facct-topic-selection

FAccT Topic Selection

Decide the venue before drafting. **ACM FAccT — the Conference on Fairness, Accountability, and

Transparency** — is the flagship interdisciplinary responsible-AI venue. Its reviewer pool spans

computer science, law, the social sciences, the humanities, and policy, and its defining demand is

that fairness, accountability, or transparency (FAccT) is a first-class contribution, not a

fairness paragraph appended to a systems result. A technically strong paper whose real center is a

new model, a new interaction technique, or a doctrinal legal argument — with FAccT concerns merely

gestured at — is respected and then rejected as out of scope.

The routing question that matters most

The decisive question is rarely "does this touch fairness/AI?" but **"is a fairness, accountability,

or transparency question the actual contribution, and is the sociotechnical framing native?"** FAccT

uniquely rewards work that takes the social and the technical as inseparable. A paper that would

lose nothing if you deleted the equity framing belongs elsewhere; a paper whose whole point is who

is harmed, who is accountable, or what can be made legible belongs here.

Sibling-venue routing table

| Signal in your project | Better home | Why |

|---|---|---|

| Fairness/accountability/transparency is the contribution; social + technical are entangled | ACM FAccT | The interdisciplinary responsible-AI flagship; FAccT concerns are first-class |

| A new model/algorithm whose fairness angle is a secondary evaluation | NeurIPS / ICML / ICLR | ML flagships; a fairness metric alone does not make it FAccT |

| A new interaction technique or system; the study is about use more than justice/power | CHI / CSCW | HCI flagships; FAccT wants the accountability/harm question central |

| Primarily doctrinal legal analysis or regulatory design for a legal readership | Law reviews / policy venues | FAccT welcomes law, but wants cross-disciplinary reach, not doctrine alone |

| AI-ethics argument aimed at a philosophy/ethics readership | AIES and adjacent | Overlapping sibling; FAccT leans empirical + sociotechnical + policy-facing |

| Critical/qualitative/participatory engagement better as a session than a paper | FAccT CRAFT track | Participatory and world-building formats live in CRAFT, not the paper track |

Contribution shapes FAccT rewards

FAccT is genuinely pluralistic — the following are all native, and a good program mixes them:

• Algorithmic fairness / interpretability method — a new measure, algorithm, or auditing

technique for bias, recourse, explainability, or transparency, evaluated on real data (the

fairness-metrics lineage).

• Empirical audit — measuring disparate performance or harm in a deployed or commercial system

across subgroups (the Gender Shades lineage).

• Documentation / accountability infrastructure — datasheets, model cards, data statements,

audit frameworks, and impact-assessment tooling that change how the field builds and reports (the

Model Cards / Datasheets lineage).

• Critical / conceptual / position work — an argument that reframes what the field takes for

granted about harm, power, or measurement (the Stochastic Parrots lineage).

• Qualitative / sociotechnical study — interviews, ethnography, or a case study of how a system

affects an affected community or institution, with sound method.

• Law & policy — legal, regulatory, or governance analysis that engages the technical substrate

and reaches a mixed audience.

The two sharpening tests

• Delete-the-equity test: remove every sentence about fairness, accountability, transparency,

harm, or power. If a complete, publishable contribution remains, the FAccT framing is decoration

— route to the ML/HCI/legal home of the surviving core. If nothing coherent remains without it,

FAccT is right.

• Mixed-reviewer test: imagine your paper read by a computer scientist, a lawyer, and a

qualitative social scientist at once. FAccT-shaped work gives each of them something to hold and

survives all three; a paper that only one of them can evaluate is usually a sibling-venue paper

wearing a FAccT title.

Interdisciplinary rigor, not interdisciplinary gesture

Fit is necessary but not sufficient. FAccT reviewers penalize thin interdisciplinarity: a CS

paper that cites one sociology book without method, or a critical paper that name-drops an algorithm

it never engages. Whichever lane you sit in, meet that lane's standard of rigor — statistical

care and honest baselines for a method/audit paper; coding schemes, saturation, and reflexivity for

a qualitative paper; doctrinal precision for a legal paper — and then connect it across the divide.

Cheap reconnaissance before committing

[Scope]   scan the last two FAccT programs (facctconference.org, ACM DL, dblp db/conf/fat) for
          your topic -> several recent papers = a reviewer pool exists; none = opening or mismatch
[Focus areas] can you name a primary + secondary FAccT focus area (algorithm development; data &
          algorithm evaluation; applications; human factors; privacy & security; law; policy;
          critical/humanistic/social-scientific) that genuinely fit? -> if not, reconsider the venue
[Audience] would a lawyer AND a computer scientist both find a contribution? -> that dual pull is
          the FAccT signature; a single-discipline pull points to a sibling venue

Decision procedure

[Who is affected] whose fairness/accountability/transparency changes if the claim holds?
[Contribution type] method / audit / documentation-infra / critical-conceptual / qualitative / law-policy
[First-class check] delete-the-equity test -> does a contribution survive without the FAccT framing?
[Interdisciplinary check] mixed-reviewer test -> do a CS + a law + a social-science reader each hold something?
[Format check] is it a paper, or a participatory session? -> paper track vs CRAFT
[Verdict] FAccT paper track / FAccT CRAFT / sibling venue (NeurIPS/ICML/CHI/AIES/law), one-line reason

Run this before the writing skills; a wrong venue decision wastes every later step. When the verdict

is FAccT, continue with facct-workflow for the calendar and facct-writing-style for the paper

shape.