Pith Number

pith:P7L2KMBQ

pith:2017:P7L2KMBQ5IJUQR4WAA7V3E3TX3

not attested not anchored not stored refs pending

Regret Minimization for Partially Observable Deep Reinforcement Learning

Kurt Keutzer, Peter Jin, Sergey Levine

arxiv:1710.11424 v2 · 2017-10-31 · 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{P7L2KMBQ5IJUQR4WAA7V3E3TX3}

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	2026-05-18T00:02:22.524824Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7fd7a53030ea13484796003f5d9373bed17e928c9bfa10a3e409807cc2ab5b5e

Aliases

arxiv: 1710.11424 · arxiv_version: 1710.11424v2 · doi: 10.48550/arxiv.1710.11424 · pith_short_12: P7L2KMBQ5IJU · pith_short_16: P7L2KMBQ5IJUQR4W · pith_short_8: P7L2KMBQ

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/P7L2KMBQ5IJUQR4WAA7V3E3TX3 \
  | 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: 7fd7a53030ea13484796003f5d9373bed17e928c9bfa10a3e409807cc2ab5b5e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42230c638bb7f5c7368e792c93cd7d8ebe5055beb24774036e22b2721df32d85",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-10-31T12:15:38Z",
    "title_canon_sha256": "7c95904294135942a9b8867dd98dca35a32856cfe8a741a652bd12e55b8f8d18"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1710.11424",
    "kind": "arxiv",
    "version": 2
  }
}