Pith Number

pith:2BKDJRJO

pith:2022:2BKDJRJONHUIPUXM6JKU7S5NLZ

not attested not anchored not stored refs pending

Deep Transformer Q-Networks for Partially Observable Reinforcement Learning

Christopher Amato, Kevin Esslinger, Robert Platt

arxiv:2206.01078 v2 · 2022-06-02 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2BKDJRJONHUIPUXM6JKU7S5NLZ}

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

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

HAVEN: Hierarchical Adversary-aware Visibility-Enabled Navigation with Cover Utilization using Deep Transformer Q-Networks

Receipt and verification

First computed	2026-07-05T05:14:57.706772Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d05434c52e69e887d2ecf2554fcbad5e592a1cd5413b85814f2fbc667f75339d

Aliases

arxiv: 2206.01078 · arxiv_version: 2206.01078v2 · doi: 10.48550/arxiv.2206.01078 · pith_short_12: 2BKDJRJONHUI · pith_short_16: 2BKDJRJONHUIPUXM · pith_short_8: 2BKDJRJO

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/2BKDJRJONHUIPUXM6JKU7S5NLZ \
  | 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: d05434c52e69e887d2ecf2554fcbad5e592a1cd5413b85814f2fbc667f75339d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c5c7e4f4778eddb6653f998d199c2aa668f82325ae0842092bbefc9e702652ff",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-02T15:04:18Z",
    "title_canon_sha256": "fb9cb4535af514b7110dbe933edb3130bb92948566ea6ce0f8e89f655d00e134"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.01078",
    "kind": "arxiv",
    "version": 2
  }
}