Pith Number

pith:5P2NUIIR

pith:2024:5P2NUIIRZ7XDZ7V6WS3JRM2IVK

not attested not anchored not stored refs pending

Offline Reinforcement Learning with Behavioral Supervisor Tuning

Padmanaba Srinivasan, William Knottenbelt

arxiv:2404.16399 v2 · 2024-04-25 · 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{5P2NUIIRZ7XDZ7V6WS3JRM2IVK}

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	2026-07-05T08:49:09.963327Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ebf4da2111cfee3cfebeb4b698b348aa894644907e43f1b5f36550c9dbd64cce

Aliases

arxiv: 2404.16399 · arxiv_version: 2404.16399v2 · doi: 10.48550/arxiv.2404.16399 · pith_short_12: 5P2NUIIRZ7XD · pith_short_16: 5P2NUIIRZ7XDZ7V6 · pith_short_8: 5P2NUIIR

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/5P2NUIIRZ7XDZ7V6WS3JRM2IVK \
  | 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: ebf4da2111cfee3cfebeb4b698b348aa894644907e43f1b5f36550c9dbd64cce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "13d2e0b27982a9d787f72d9349bead2af39205fb36d378d307106a48654f3a3e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-25T08:22:47Z",
    "title_canon_sha256": "263f15a727a5900ae7d078777abe75f74ec4e31b2dd39a3feb4c751533c5eca0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.16399",
    "kind": "arxiv",
    "version": 2
  }
}