Pith Number

pith:IFFFOYTL

pith:2019:IFFFOYTLOE3GWTTR5G3UQGWUEF

not attested not anchored not stored refs pending

Attentive Multi-Task Deep Reinforcement Learning

Gino Brunner, Oliver Richter, Roger Wattenhofer, Timo Bram

arxiv:1907.02874 v1 · 2019-07-05 · 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{IFFFOYTLOE3GWTTR5G3UQGWUEF}

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	2026-05-17T23:41:22.783444Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

414a57626b71366b4e71e9b7481ad421535b0547d7815d42440ac16a4e2591b8

Aliases

arxiv: 1907.02874 · arxiv_version: 1907.02874v1 · doi: 10.48550/arxiv.1907.02874 · pith_short_12: IFFFOYTLOE3G · pith_short_16: IFFFOYTLOE3GWTTR · pith_short_8: IFFFOYTL

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/IFFFOYTLOE3GWTTR5G3UQGWUEF \
  | 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: 414a57626b71366b4e71e9b7481ad421535b0547d7815d42440ac16a4e2591b8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0d809bd09c4d1866c497734d3eebbf008f74e597221655165ddc52442fb9654b",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-07-05T14:59:41Z",
    "title_canon_sha256": "2ed198d37887f05cb8fa4e44d354c637452889a1e068e707fd4e0abb428a7fc7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.02874",
    "kind": "arxiv",
    "version": 1
  }
}