Pith Number

pith:2SWIFTFK

pith:2019:2SWIFTFKWJ6X6OAB2BP4H25XSP

not attested not anchored not stored refs pending

Agent Modeling as Auxiliary Task for Deep Reinforcement Learning

Bilal Kartal, Matthew E. Taylor, Pablo Hernandez-Leal

arxiv:1907.09597 v1 · 2019-07-22 · cs.MA · 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{2SWIFTFKWJ6X6OAB2BP4H25XSP}

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	2026-05-17T23:39:52.802400Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d4ac82ccaab27d7f3801d05fc3ebb793c93a68c7b46b0361dfb6aff7bbd8645e

Aliases

arxiv: 1907.09597 · arxiv_version: 1907.09597v1 · doi: 10.48550/arxiv.1907.09597 · pith_short_12: 2SWIFTFKWJ6X · pith_short_16: 2SWIFTFKWJ6X6OAB · pith_short_8: 2SWIFTFK

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/2SWIFTFKWJ6X6OAB2BP4H25XSP \
  | 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: d4ac82ccaab27d7f3801d05fc3ebb793c93a68c7b46b0361dfb6aff7bbd8645e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e13c81a5f76d116271f1f8d89d149dfb0d53711f08857201277756cd7490990a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2019-07-22T21:54:44Z",
    "title_canon_sha256": "04aef094919d3f6e3ad7b4fe8c0e9d2326bf29c494442992f627f41b4b6c562b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.09597",
    "kind": "arxiv",
    "version": 1
  }
}