Pith Number

pith:KZOX76MP

pith:2019:KZOX76MPQT2V4WZ4R2N6NILMQX

not attested not anchored not stored refs pending

Attention-based Deep Reinforcement Learning for Multi-view Environments

Elaheh Barati, Xuewen Chen, Zichun Zhong

arxiv:1905.03985 v1 · 2019-05-10 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KZOX76MPQT2V4WZ4R2N6NILMQX}

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	2026-05-17T23:46:34.953025Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

565d7ff98f84f55e5b3c8e9be6a16c85e3de9e0dc3752c9a46dacd005d9109c2

Aliases

arxiv: 1905.03985 · arxiv_version: 1905.03985v1 · doi: 10.48550/arxiv.1905.03985 · pith_short_12: KZOX76MPQT2V · pith_short_16: KZOX76MPQT2V4WZ4 · pith_short_8: KZOX76MP

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/KZOX76MPQT2V4WZ4R2N6NILMQX \
  | 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: 565d7ff98f84f55e5b3c8e9be6a16c85e3de9e0dc3752c9a46dacd005d9109c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b7d63331c50089590631f3e1d757a3c04e66c3b7e8ad3df95179d1c5f8587b12",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-10T07:39:39Z",
    "title_canon_sha256": "810751aabd6d85cf02caf5df498e3300574af4f15b37c22a5aa2ba26930562c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.03985",
    "kind": "arxiv",
    "version": 1
  }
}