Pith Number

pith:SGYSAGMA

pith:2024:SGYSAGMAGG2CCL2XGFM445PVDB

not attested not anchored not stored refs pending

From Fairness to Infinity: Outcome-Indistinguishable (Omni)Prediction in Evolving Graphs

Chris Hays, Cynthia Dwork, Juan C. Perdomo, Nicole Immorlica, Pranay Tankala

arxiv:2411.17582 v1 · 2024-11-26 · cs.LG · cs.CY · cs.SI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SGYSAGMAGG2CCL2XGFM445PVDB}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T09:40:49.325061Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

91b120198031b4212f573159ce75f5185cc47f7da7860f4a5fa6d41a9553b7b0

Aliases

arxiv: 2411.17582 · arxiv_version: 2411.17582v1 · doi: 10.48550/arxiv.2411.17582 · pith_short_12: SGYSAGMAGG2C · pith_short_16: SGYSAGMAGG2CCL2X · pith_short_8: SGYSAGMA

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/SGYSAGMAGG2CCL2XGFM445PVDB \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 91b120198031b4212f573159ce75f5185cc47f7da7860f4a5fa6d41a9553b7b0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ee02ee261cb63e4281145022f5ebaa14c45f223add9e6042d776a0eb51c1883",
    "cross_cats_sorted": [
      "cs.CY",
      "cs.SI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-26T16:49:16Z",
    "title_canon_sha256": "fe811380d8234c329a8b1bcb05fb4f95e94dd6b6eb7146ad84a1f04b1ee81e50"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.17582",
    "kind": "arxiv",
    "version": 1
  }
}