Pith Number

pith:HTKJAXRJ

pith:2025:HTKJAXRJ7DDM5J4K5AQ2NV5YP3

not attested not anchored not stored refs pending

Improving the Data-efficiency of Reinforcement Learning by Warm-starting with LLM

Chicheng Zhang, Minglai Yang, Thang Duong

arxiv:2505.10861 v1 · 2025-05-16 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HTKJAXRJ7DDM5J4K5AQ2NV5YP3}

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

ProDVI: Programmatic Dynamics Priors for Value Network Initialization

Receipt and verification

First computed	2026-07-05T11:04:07.230782Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3cd4905e29f8c6cea78ae821a6d7b87ed71d6a09c9edfbd272b650bffb029faf

Aliases

arxiv: 2505.10861 · arxiv_version: 2505.10861v1 · doi: 10.48550/arxiv.2505.10861 · pith_short_12: HTKJAXRJ7DDM · pith_short_16: HTKJAXRJ7DDM5J4K · pith_short_8: HTKJAXRJ

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/HTKJAXRJ7DDM5J4K5AQ2NV5YP3 \
  | 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: 3cd4905e29f8c6cea78ae821a6d7b87ed71d6a09c9edfbd272b650bffb029faf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d4415b995f495480b5bcd583b18bb9baa34e36a89db0d438fb6020f646906681",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-16T05:03:39Z",
    "title_canon_sha256": "b125237f2c081fbbe14a92b9723c0dd6ec951110ea9bf3f2bec22eb32a50ca62"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.10861",
    "kind": "arxiv",
    "version": 1
  }
}