pith. sign in
Pith Number

pith:2D66VHEI

pith:2022:2D66VHEIHIDMLWQJKJ56UXYQWB
not attested not anchored not stored refs pending

Interactive Learning with Pricing for Optimal and Stable Allocations in Markets

Kannan Ramchandran, Soham Phade, Yigit Efe Erginbas

arxiv:2212.06891 v1 · 2022-12-13 · cs.LG · cs.GT

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2D66VHEIHIDMLWQJKJ56UXYQWB}

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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 2026-07-05T05:25:18.832575Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d0fdea9c883a06c5da09527bea5f10b06924e59adff285bf205db8c8ffbe00b8

Aliases

arxiv: 2212.06891 · arxiv_version: 2212.06891v1 · doi: 10.48550/arxiv.2212.06891 · pith_short_12: 2D66VHEIHIDM · pith_short_16: 2D66VHEIHIDMLWQJ · pith_short_8: 2D66VHEI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2D66VHEIHIDMLWQJKJ56UXYQWB \
  | 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: d0fdea9c883a06c5da09527bea5f10b06924e59adff285bf205db8c8ffbe00b8
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "dd638bcc6af3684234c570b04b07735d1f4cf2842f4f980a88c30f31ef1530aa",
    "cross_cats_sorted": [
      "cs.GT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-13T20:33:54Z",
    "title_canon_sha256": "011c4ba8bfd83deec2ac169f646abada48528168d174b199d01361d0e56a0813"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.06891",
    "kind": "arxiv",
    "version": 1
  }
}