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Pith Number

pith:MEFYDUGR

pith:2017:MEFYDUGR2L6ZEHUVJCZ6O63CHE
not attested not anchored not stored refs pending

Cold-Start Reinforcement Learning with Softmax Policy Gradient

Nan Ding, Radu Soricut

arxiv:1709.09346 v2 · 2017-09-27 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{MEFYDUGR2L6ZEHUVJCZ6O63CHE}

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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 2026-05-18T00:32:54.759928Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

610b81d0d1d2fd921e9548b3e77b62390718091946bca5cfec4a1237943ec293

Aliases

arxiv: 1709.09346 · arxiv_version: 1709.09346v2 · doi: 10.48550/arxiv.1709.09346 · pith_short_12: MEFYDUGR2L6Z · pith_short_16: MEFYDUGR2L6ZEHUV · pith_short_8: MEFYDUGR
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MEFYDUGR2L6ZEHUVJCZ6O63CHE \
  | 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: 610b81d0d1d2fd921e9548b3e77b62390718091946bca5cfec4a1237943ec293
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "64f16bd801fa75da84b2a8469cf020371ca21730d6a2da4aca40ebb826c31f0a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-09-27T06:04:03Z",
    "title_canon_sha256": "68a7063ae097841732924d19cc12f11bd7d80b1650ad192ce9dd72a37b6f070a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1709.09346",
    "kind": "arxiv",
    "version": 2
  }
}