The reviewed record of science sign in
Pith
Pith Number

pith:AM3TVFRA

pith:2021:AM3TVFRA4XSEFP2SCKQ7UPJRTV
not attested not anchored not stored refs pending

Combining Reward and Rank Signals for Slate Recommendation

David Rohde, Diego Legrand, Flavian Vasile, Imad Aouali, Mike Gartrell, Sergey Ivanov, Victor Zaytsev

arxiv:2107.12455 v2 · 2021-07-26 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{AM3TVFRA4XSEFP2SCKQ7UPJRTV}

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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 2026-07-05T03:01:37.581800Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

03373a9620e5e442bf5212a1fa3d319d45527f3564b1106b0c786f9787e67bdf

Aliases

arxiv: 2107.12455 · arxiv_version: 2107.12455v2 · doi: 10.48550/arxiv.2107.12455 · pith_short_12: AM3TVFRA4XSE · pith_short_16: AM3TVFRA4XSEFP2S · pith_short_8: AM3TVFRA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/AM3TVFRA4XSEFP2SCKQ7UPJRTV \
  | 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: 03373a9620e5e442bf5212a1fa3d319d45527f3564b1106b0c786f9787e67bdf
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "98f7b489f36624e85a5e1942b3a0e708c34918b94381bfe50e3f9dc6f3848d56",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-26T20:05:15Z",
    "title_canon_sha256": "86523c8c5923b21380360dda9fa4dab8aba53efdba7e1ed30710f3989968d69a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.12455",
    "kind": "arxiv",
    "version": 2
  }
}