Pith Number

pith:RV2WBFKQ

pith:2023:RV2WBFKQVVJDT6HOPV353IO6VB

not attested not anchored not stored refs pending

Reinforcement Learning in the Era of LLMs: What is Essential? What is needed? An RL Perspective on RLHF, Prompting, and Beyond

Hao Sun

arxiv:2310.06147 v1 · 2023-10-09 · 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{RV2WBFKQVVJDT6HOPV353IO6VB}

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

Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity

Receipt and verification

First computed	2026-07-05T06:59:06.170921Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d75609550ad5239f8ee7d77dda1dea87a5a8e902768ecb532f811bc56f1068a

Aliases

arxiv: 2310.06147 · arxiv_version: 2310.06147v1 · doi: 10.48550/arxiv.2310.06147 · pith_short_12: RV2WBFKQVVJD · pith_short_16: RV2WBFKQVVJDT6HO · pith_short_8: RV2WBFKQ

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/RV2WBFKQVVJDT6HOPV353IO6VB \
  | 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: 8d75609550ad5239f8ee7d77dda1dea87a5a8e902768ecb532f811bc56f1068a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "299d7464615ccf31667e4fd3e0f393755e05c55b9e8d3448a1db2f40336a9119",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-09T20:49:42Z",
    "title_canon_sha256": "fe188b36abdb2fd44e73fdb4f63404f9e1beea918e3ebbfdccf14d51071366bb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.06147",
    "kind": "arxiv",
    "version": 1
  }
}