Pith Number

pith:ARSV4NVL

pith:2016:ARSV4NVLK5UZNJOB6NS7Q4FOJU

not attested not anchored not stored refs pending

Efficient iterative policy optimization

Nicolas Le Roux

arxiv:1612.08967 v1 · 2016-12-28 · cs.AI · cs.LG · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ARSV4NVLK5UZNJOB6NS7Q4FOJU}

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.

Cited by

1 paper in Pith

Supervised Fine Tuning on Curated Data is Reinforcement Learning (and can be improved)

Receipt and verification

First computed	2026-05-18T00:53:46.757454Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

04655e36ab576996a5c1f365f870ae4d33aa364d964f93c041a5bdf0b028849e

Aliases

arxiv: 1612.08967 · arxiv_version: 1612.08967v1 · doi: 10.48550/arxiv.1612.08967 · pith_short_12: ARSV4NVLK5UZ · pith_short_16: ARSV4NVLK5UZNJOB · pith_short_8: ARSV4NVL

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/ARSV4NVLK5UZNJOB6NS7Q4FOJU \
  | 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: 04655e36ab576996a5c1f365f870ae4d33aa364d964f93c041a5bdf0b028849e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7a58d48183046dbb3ced11a56e7aa07d1d6aa6599d76a5eecc418ab89895ef30",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2016-12-28T19:53:08Z",
    "title_canon_sha256": "b9467bdafce9342ccae50b86d40babe1762435011450adb3856d250f6a8e9ce8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1612.08967",
    "kind": "arxiv",
    "version": 1
  }
}