Pith Number

pith:DOUNFU2R

pith:2023:DOUNFU2RG7LPHTXDB3ELCGCTRB

not attested not anchored not stored refs pending

Visual Encoders for Data-Efficient Imitation Learning in Modern Video Games

Andrea Trevi\~no Gavito, Anssi Kanervisto, Dave Bignell, Logan Jones, Lukas Sch\"afer, Raluca Georgescu, Sam Devlin, Siddhartha Sen, Tabish Rashid, Yuhan Cao

arxiv:2312.02312 v3 · 2023-12-04 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DOUNFU2RG7LPHTXDB3ELCGCTRB}

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	2026-07-05T11:28:57.524764Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ba8d2d35137d6f3cee30ec8b11853887a74e954d406e99e9cce2df699aa2433

Aliases

arxiv: 2312.02312 · arxiv_version: 2312.02312v3 · doi: 10.48550/arxiv.2312.02312 · pith_short_12: DOUNFU2RG7LP · pith_short_16: DOUNFU2RG7LPHTXD · pith_short_8: DOUNFU2R

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/DOUNFU2RG7LPHTXDB3ELCGCTRB \
  | 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: 1ba8d2d35137d6f3cee30ec8b11853887a74e954d406e99e9cce2df699aa2433

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ba1e12c0b1638ec205df642110f3caa8892d20fd28d37434b811aee08b4e588",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-04T19:52:12Z",
    "title_canon_sha256": "d6434889fc25e918efe72e602797f9610868fba49f56c7e535d17eff3b6222cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.02312",
    "kind": "arxiv",
    "version": 3
  }
}