Pith Number

pith:NFE7VJOJ

pith:2024:NFE7VJOJ6TUAYF6QKUHTS6WG6C

not attested not anchored not stored refs pending

Towards an Information Theoretic Framework of Context-Based Offline Meta-Reinforcement Learning

Hai Zhang, Junqiao Zhao, Lanqing Li, Pheng-Ann Heng, Shatong Zhu, Xinyu Zhang, Yang Yu

arxiv:2402.02429 v3 · 2024-02-04 · 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{NFE7VJOJ6TUAYF6QKUHTS6WG6C}

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

Next-Token Prediction Should be Ambiguity-Sensitive: A Meta-Learning Perspective

Receipt and verification

First computed	2026-07-05T09:59:43.782676Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6949faa5c9f4e80c17d0550f397ac6f0bbc16ddbef4849a6febb4fa7a3764d28

Aliases

arxiv: 2402.02429 · arxiv_version: 2402.02429v3 · doi: 10.48550/arxiv.2402.02429 · pith_short_12: NFE7VJOJ6TUA · pith_short_16: NFE7VJOJ6TUAYF6Q · pith_short_8: NFE7VJOJ

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/NFE7VJOJ6TUAYF6QKUHTS6WG6C \
  | 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: 6949faa5c9f4e80c17d0550f397ac6f0bbc16ddbef4849a6febb4fa7a3764d28

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f65cb7c7d33f0c9efa51ba832e5c632436b193bcdba189b59b25147cc7fb7a02",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-04T09:58:42Z",
    "title_canon_sha256": "df354fd644ef8283d57ba0308bf2a652b7a75e8115f913b0c59f09dba50b73ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.02429",
    "kind": "arxiv",
    "version": 3
  }
}