Pith Number

pith:N3V4LSV6

pith:2019:N3V4LSV6ERWMK4TW3NKXZKCB3H

not attested not anchored not stored refs pending

Multi-Agent Deep Reinforcement Learning for Liquidation Strategy Analysis

Wenhang Bao, Xiao-Yang Liu

arxiv:1906.11046 v1 · 2019-06-24 · q-fin.TR · cs.LG · 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{N3V4LSV6ERWMK4TW3NKXZKCB3H}

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	2026-05-17T23:42:10.080152Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6eebc5cabe246cc57276db557ca841d9c0128a1ce911ddbf954c6d30630732f8

Aliases

arxiv: 1906.11046 · arxiv_version: 1906.11046v1 · doi: 10.48550/arxiv.1906.11046 · pith_short_12: N3V4LSV6ERWM · pith_short_16: N3V4LSV6ERWMK4TW · pith_short_8: N3V4LSV6

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/N3V4LSV6ERWMK4TW3NKXZKCB3H \
  | 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: 6eebc5cabe246cc57276db557ca841d9c0128a1ce911ddbf954c6d30630732f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f0fd4aba9551f5ae1b524d70e206cc50b548f27bb53cfbb8890bfe17e98d31e5",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.TR",
    "submitted_at": "2019-06-24T20:22:46Z",
    "title_canon_sha256": "1a7859229ae3d9432c4f9e40f49f92b505cb806ab565f72c7b380adf20ae342e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.11046",
    "kind": "arxiv",
    "version": 1
  }
}