Pith Number

pith:GXICZDSX

pith:2020:GXICZDSXUYPO6JOUTU6XRGAXYV

not attested not anchored not stored refs pending

Learning Dynamic Belief Graphs to Generalize on Text-Based Games

Adam Trischler, Ashutosh Adhikari, Jian Tang, Marc-Alexandre C\^ot\'e, Marc-Antoine Rondeau, Mikul\'a\v{s} Zelinka, Pascal Poupart, Romain Laroche, William L. Hamilton, Xingdi Yuan

arxiv:2002.09127 v4 · 2020-02-21 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GXICZDSXUYPO6JOUTU6XRGAXYV}

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.

Receipt and verification

First computed	2026-07-05T02:39:00.516778Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

35d02c8e57a61eef25d49d3d789817c55e75d27826867fee6bbbbdfdfcf6b8c6

Aliases

arxiv: 2002.09127 · arxiv_version: 2002.09127v4 · doi: 10.48550/arxiv.2002.09127 · pith_short_12: GXICZDSXUYPO · pith_short_16: GXICZDSXUYPO6JOU · pith_short_8: GXICZDSX

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/GXICZDSXUYPO6JOUTU6XRGAXYV \
  | 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: 35d02c8e57a61eef25d49d3d789817c55e75d27826867fee6bbbbdfdfcf6b8c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "006b4044762cec95fa76e07a1ad0b8249798844ff366c74c43754c9e6583cea9",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2020-02-21T04:38:37Z",
    "title_canon_sha256": "712e34a60c718e7d8b28502e84de0b95871b141896a8432c41bbdf93e35c6718"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.09127",
    "kind": "arxiv",
    "version": 4
  }
}