Pith Number

pith:CU3TPNES

pith:2019:CU3TPNESBX3GX7O3XWYFFDOCEL

not attested not anchored not stored refs pending

A View on Deep Reinforcement Learning in System Optimization

Ameer Haj-Ali, Ion Stoica, Joseph Gonzalez, Krste Asanovic, Nesreen K. Ahmed, Ted Willke

arxiv:1908.01275 v3 · 2019-08-04 · cs.LG · cs.AI · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CU3TPNESBX3GX7O3XWYFFDOCEL}

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	2026-07-05T00:02:28.193828Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

153737b4920df66bfddbbdb0528dc222fe51bc8f660e037e49d9b88aa03688dd

Aliases

arxiv: 1908.01275 · arxiv_version: 1908.01275v3 · doi: 10.48550/arxiv.1908.01275 · pith_short_12: CU3TPNESBX3G · pith_short_16: CU3TPNESBX3GX7O3 · pith_short_8: CU3TPNES

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/CU3TPNESBX3GX7O3XWYFFDOCEL \
  | 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: 153737b4920df66bfddbbdb0528dc222fe51bc8f660e037e49d9b88aa03688dd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5a1954f4a01add193370b733a91f2c5bbd3cf9e5e06f5d1ec0f450e5d585916",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-08-04T05:55:56Z",
    "title_canon_sha256": "91c14ecee8b252cd48cb2247cceb265c33f808b0bc6e3a77e8add2e737c9286f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.01275",
    "kind": "arxiv",
    "version": 3
  }
}