Pith Number

pith:5W7QFDKB

pith:2025:5W7QFDKBCIUGKV3M53UEH34YL5

not attested not anchored not stored refs pending

Curiosity-Driven Reinforcement Learning from Human Feedback

HaiFeng Wang, Haoran Sun, Hua Wu, Shuohuan Wang, Yekun Chai, Yu Sun

arxiv:2501.11463 v2 · 2025-01-20 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5W7QFDKBCIUGKV3M53UEH34YL5}

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

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning

Receipt and verification

First computed	2026-07-05T11:13:18.840409Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

edbf028d41122865576ceee843ef985f58600d46ca32c2b920f1994a29d7e6b8

Aliases

arxiv: 2501.11463 · arxiv_version: 2501.11463v2 · doi: 10.48550/arxiv.2501.11463 · pith_short_12: 5W7QFDKBCIUG · pith_short_16: 5W7QFDKBCIUGKV3M · pith_short_8: 5W7QFDKB

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/5W7QFDKBCIUGKV3M53UEH34YL5 \
  | 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: edbf028d41122865576ceee843ef985f58600d46ca32c2b920f1994a29d7e6b8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "264451c50ee1994d76c3ea7a5a451727631efe973f3d180cf2913f1d156e0f35",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-20T12:51:40Z",
    "title_canon_sha256": "65c87b34a2b3129cd72a5b340d565d81c6cf5e49fae578d4c525f95cf6986bf6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.11463",
    "kind": "arxiv",
    "version": 2
  }
}