Pith Number

pith:GKJKKCSS

pith:2019:GKJKKCSSAT7GKLOE6T476IZUFD

not attested not anchored not stored refs pending

Transformer Based Reinforcement Learning For Games

Mayanka Medhe, Nikunj Shah, Sucheta Ravikanti, Uddeshya Upadhyay

arxiv:1912.03918 v1 · 2019-12-09 · cs.LG · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GKJKKCSSAT7GKLOE6T476IZUFD}

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

Optimal Return-to-Go Guided Decision Transformer for Auto-Bidding in Advertisement

Receipt and verification

First computed	2026-07-05T00:24:50.025481Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3292a50a5204fe652dc4f4f9ff233428d38ad90ca4858b96a63964043093b165

Aliases

arxiv: 1912.03918 · arxiv_version: 1912.03918v1 · doi: 10.48550/arxiv.1912.03918 · pith_short_12: GKJKKCSSAT7G · pith_short_16: GKJKKCSSAT7GKLOE · pith_short_8: GKJKKCSS

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/GKJKKCSSAT7GKLOE6T476IZUFD \
  | 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: 3292a50a5204fe652dc4f4f9ff233428d38ad90ca4858b96a63964043093b165

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b820e8bc196df777fd07b3381318b66e4f0bdd6d791d5325eee891c4ce95c3d",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-09T09:35:48Z",
    "title_canon_sha256": "25e77ab50379a08d6444383870b30c43de53b3f15fea609379ca47296b40b0d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.03918",
    "kind": "arxiv",
    "version": 1
  }
}