Pith Number

pith:FSOJHDWV

pith:2024:FSOJHDWVPDGJI7RSJB4NLOCOTP

not attested not anchored not stored refs pending

The RL/LLM Taxonomy Tree: Reviewing Synergies Between Reinforcement Learning and Large Language Models

Abir Chakraborty, Kebei Jiang, Mirco Milletari, Moschoula Pternea, Prerna Singh, Sayli Bapat, Yagna Oruganti

arxiv:2402.01874 v1 · 2024-02-02 · cs.CL · 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{FSOJHDWVPDGJI7RSJB4NLOCOTP}

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	2026-07-05T09:00:01.599083Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c9c938ed578cc947e324878d5b84e9bc425cd04236636d334c92a65ba2c4d48

Aliases

arxiv: 2402.01874 · arxiv_version: 2402.01874v1 · doi: 10.48550/arxiv.2402.01874 · pith_short_12: FSOJHDWVPDGJ · pith_short_16: FSOJHDWVPDGJI7RS · pith_short_8: FSOJHDWV

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/FSOJHDWVPDGJI7RSJB4NLOCOTP \
  | 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: 2c9c938ed578cc947e324878d5b84e9bc425cd04236636d334c92a65ba2c4d48

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a9ae3e35c9e888814553936766a6fd743ee06f15f3849eedb7b899c069afe6a8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-02T20:01:15Z",
    "title_canon_sha256": "61c3fd952ee48b47f58551a84ec941c1d844c8cde1bfc095e01777e972b91ff3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.01874",
    "kind": "arxiv",
    "version": 1
  }
}