Pith. sign in
Pith Number

pith:7XAUEHYU

pith:2024:7XAUEHYUABN76H35KBAA33YTU7
not attested not anchored not stored refs pending

Predicting Long Term Sequential Policy Value Using Softer Surrogates

Allen Nie, Emma Brunskill, Ge Gao, Hyunji Nam, Vasilis Syrgkanis

arxiv:2412.20638 v2 · 2024-12-30 · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{7XAUEHYUABN76H35KBAA33YTU7}

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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 2026-07-05T10:08:26.934037Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

fdc1421f14005bff1f7d50400def13a7c769a0db2f2371fc3807e1c7b13524be

Aliases

arxiv: 2412.20638 · arxiv_version: 2412.20638v2 · doi: 10.48550/arxiv.2412.20638 · pith_short_12: 7XAUEHYUABN7 · pith_short_16: 7XAUEHYUABN76H35 · pith_short_8: 7XAUEHYU
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7XAUEHYUABN76H35KBAA33YTU7 \
  | 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: fdc1421f14005bff1f7d50400def13a7c769a0db2f2371fc3807e1c7b13524be
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c1c4ded046b5507ef35c7c5f556eb343c67cb150245f3fe4405ed6a921d6bf6b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-30T01:01:15Z",
    "title_canon_sha256": "be7eb75eba452bc86e45de0e7cfc0c4514bc741405eba4861a38c907ef84080d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20638",
    "kind": "arxiv",
    "version": 2
  }
}