Pith Number

pith:LUB7QRX2

pith:2022:LUB7QRX2OWNT5P66ZQ34SHFT6T

not attested not anchored not stored refs pending

Deep Reinforcement Learning with Vector Quantized Encoding

Adarsh Pyarelal, Justin Lieffers, Liang Zhang

arxiv:2211.06733 v1 · 2022-11-12 · 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{LUB7QRX2OWNT5P66ZQ34SHFT6T}

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

TADT-CSA: Temporal Advantage Decision Transformer with Contrastive State Abstraction for Generative Recommendation

Receipt and verification

First computed	2026-07-05T05:15:44.698802Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d03f846fa759b3ebfdecc37c91cb3f4daee425113edb126d6ac77a7959876bf

Aliases

arxiv: 2211.06733 · arxiv_version: 2211.06733v1 · doi: 10.48550/arxiv.2211.06733 · pith_short_12: LUB7QRX2OWNT · pith_short_16: LUB7QRX2OWNT5P66 · pith_short_8: LUB7QRX2

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/LUB7QRX2OWNT5P66ZQ34SHFT6T \
  | 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: 5d03f846fa759b3ebfdecc37c91cb3f4daee425113edb126d6ac77a7959876bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cdc9afcdb75641e1d31e960f43116c2b364276017e1487b223456c0e078b00e3",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-12T19:51:19Z",
    "title_canon_sha256": "6925f55a225eddca11bc6a842455b15b6c8fe3c6345422f06f76784b97dea903"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.06733",
    "kind": "arxiv",
    "version": 1
  }
}