Pith Number

pith:KPVR2GU5

pith:2025:KPVR2GU5HBUC7AJ7JJGCSHUYTT

not attested not anchored not stored refs pending

Enhancing Offline Reinforcement Learning with Curriculum Learning-Based Trajectory Valuation

Amir Abolfazli, Avishek Anand, Wolfgang Nejdl, Zekun Song

arxiv:2502.00601 v2 · 2025-02-02 · 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{KPVR2GU5HBUC7AJ7JJGCSHUYTT}

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	2026-07-05T10:48:25.030021Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53eb1d1a9d38682f813f4a4c291e989ce59b761961427ad824a8320936431741

Aliases

arxiv: 2502.00601 · arxiv_version: 2502.00601v2 · doi: 10.48550/arxiv.2502.00601 · pith_short_12: KPVR2GU5HBUC · pith_short_16: KPVR2GU5HBUC7AJ7 · pith_short_8: KPVR2GU5

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/KPVR2GU5HBUC7AJ7JJGCSHUYTT \
  | 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: 53eb1d1a9d38682f813f4a4c291e989ce59b761961427ad824a8320936431741

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "825ff9002e81b20f700542ce710f041cb8dddb5b3a7aa6aefaa3bb7bd03f7ebd",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-02T00:03:53Z",
    "title_canon_sha256": "20bbb304f0648770f7d5e4867a1558d80e78fd5139d14d24805cc6133c6f4b53"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.00601",
    "kind": "arxiv",
    "version": 2
  }
}