Pith Number

pith:PFU6LWFT

pith:2017:PFU6LWFTNUDONVV257J7C3QTHZ

not attested not anchored not stored refs pending

Device Placement Optimization with Reinforcement Learning

Azalia Mirhoseini, Benoit Steiner, Hieu Pham, Jeff Dean, Mohammad Norouzi, Naveen Kumar, Quoc V. Le, Rasmus Larsen, Samy Bengio, Yuefeng Zhou

arxiv:1706.04972 v2 · 2017-06-13 · 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{PFU6LWFTNUDONVV257J7C3QTHZ}

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	2026-05-18T00:30:44.394975Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7969e5d8b36d06e6d6baefd3f16e133e6d95ac0e260205884356c43f029c2448

Aliases

arxiv: 1706.04972 · arxiv_version: 1706.04972v2 · doi: 10.48550/arxiv.1706.04972 · pith_short_12: PFU6LWFTNUDO · pith_short_16: PFU6LWFTNUDONVV2 · pith_short_8: PFU6LWFT

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/PFU6LWFTNUDONVV257J7C3QTHZ \
  | 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: 7969e5d8b36d06e6d6baefd3f16e133e6d95ac0e260205884356c43f029c2448

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a9a858defea894809a391d200b190fc9da439d36cfcf0d0fa7e1a4fa122f6503",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-06-13T16:26:40Z",
    "title_canon_sha256": "c5c7051cdd49131e753ea1a9ba5769be8562134946250cc12e88fb0cc21919de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1706.04972",
    "kind": "arxiv",
    "version": 2
  }
}