Pith Number

pith:P2TFLI7F

pith:2024:P2TFLI7FYFMVL2UMZHFIJNNNHG

not attested not anchored not stored refs pending

Learning to Defer in Congested Systems: The AI-Human Interplay

Thodoris Lykouris, Wentao Weng

arxiv:2402.12237 v4 · 2024-02-19 · cs.LG · cs.AI · cs.GT · cs.HC · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P2TFLI7FYFMVL2UMZHFIJNNNHG}

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.

Cited by

1 paper in Pith

"I Don't Have Faith in the Developers to Use My Feedback": Understanding Player Values and Expectancy for Reporting Systems in Video Games

Receipt and verification

First computed	2026-07-05T11:52:53.072909Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ea655a3e5c15955ea8cc9ca84b5ad39be37353aa008280586b6db32a6e0d840

Aliases

arxiv: 2402.12237 · arxiv_version: 2402.12237v4 · doi: 10.48550/arxiv.2402.12237 · pith_short_12: P2TFLI7FYFMV · pith_short_16: P2TFLI7FYFMVL2UM · pith_short_8: P2TFLI7F

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/P2TFLI7FYFMVL2UMZHFIJNNNHG \
  | 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: 7ea655a3e5c15955ea8cc9ca84b5ad39be37353aa008280586b6db32a6e0d840

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5b93cac2fdebbb9c166c0def7b7fd44ad2927f1e91851656f61a78311a4f11de",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT",
      "cs.HC",
      "cs.PF"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-19T15:47:47Z",
    "title_canon_sha256": "2e8f7ca2a20aba45ddd9cb20e55093f91e4e512d6356c43e843498c9213b2e03"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.12237",
    "kind": "arxiv",
    "version": 4
  }
}