Pith Number

pith:IBKMOZZH

pith:2023:IBKMOZZHMMD6T3WSLKNNTSRHUY

not attested not anchored not stored refs pending

Transformers in Reinforcement Learning: A Survey

Aamer Abdul Rahman, Pierre-Luc St-Charles, Pranav Agarwal, Samira Ebrahimi Kahou, Simon J.D. Prince

arxiv:2307.05979 v1 · 2023-07-12 · 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{IBKMOZZHMMD6T3WSLKNNTSRHUY}

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

2 papers in Pith

Towards Scalable Multi-Task Reinforcement Learning with Large Decision Models

Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks

Receipt and verification

First computed	2026-07-05T06:30:15.008578Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4054c767276307e9eed25a9ad9ca27a6056ffd0b0ce17ed8b9fd6a43e40b34ce

Aliases

arxiv: 2307.05979 · arxiv_version: 2307.05979v1 · doi: 10.48550/arxiv.2307.05979 · pith_short_12: IBKMOZZHMMD6 · pith_short_16: IBKMOZZHMMD6T3WS · pith_short_8: IBKMOZZH

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/IBKMOZZHMMD6T3WSLKNNTSRHUY \
  | 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: 4054c767276307e9eed25a9ad9ca27a6056ffd0b0ce17ed8b9fd6a43e40b34ce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c8192b7501f9c5363565b35c0904a5b69ddef2e994999a5b69ca7f145ead6be1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-12T07:51:12Z",
    "title_canon_sha256": "e453d6ce5adc132d98927cfddd437c8ca2d4947640f87871c545c1929b128ade"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.05979",
    "kind": "arxiv",
    "version": 1
  }
}