Pith Number

pith:BPYAUG3G

pith:2025:BPYAUG3GIK6RD57N53XF63G67W

not attested not anchored not stored refs pending

The Evolving Landscape of LLM- and VLM-Integrated Reinforcement Learning

Fatemeh Abdollahi, Masoud Jafaripour, Matthew E. Taylor, Osmar R. Zaiane, Shadan Golestan, Sheila Schoepp, Tianpei Yang, Yingyue Cao, Zahin Sufiyan

arxiv:2502.15214 v1 · 2025-02-21 · cs.LG · cs.AI · 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{BPYAUG3GIK6RD57N53XF63G67W}

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

HCRMP: A LLM-Hinted Contextual Reinforcement Learning Framework for Autonomous Driving

Receipt and verification

First computed	2026-07-05T10:17:57.946192Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0bf00a1b6642bd11f7edeeee5f6cdefd8c18eff06edd082b1a97f5fbbd4c1224

Aliases

arxiv: 2502.15214 · arxiv_version: 2502.15214v1 · doi: 10.48550/arxiv.2502.15214 · pith_short_12: BPYAUG3GIK6R · pith_short_16: BPYAUG3GIK6RD57N · pith_short_8: BPYAUG3G

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/BPYAUG3GIK6RD57N53XF63G67W \
  | 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: 0bf00a1b6642bd11f7edeeee5f6cdefd8c18eff06edd082b1a97f5fbbd4c1224

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "de5b26fb39673c1b67ae1bc88fc2a0ca2397b7914f381e2dc1c793efeef3dc4e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-21T05:01:30Z",
    "title_canon_sha256": "f6b9bb0cdc46139d592029b8a1b455a04f885101b0d55f84c2d603325d14c71f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.15214",
    "kind": "arxiv",
    "version": 1
  }
}