Pith Number

pith:4NUTDUGB

pith:2020:4NUTDUGBTNX2ZJAZO37Y6FY7ZT

not attested not anchored not stored refs pending

Towards Continual Reinforcement Learning: A Review and Perspectives

Doina Precup, Irina Rish, Khimya Khetarpal, Matthew Riemer

arxiv:2012.13490 v2 · 2020-12-25 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4NUTDUGBTNX2ZJAZO37Y6FY7ZT}

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

Understanding Goal Generalisation in Sequential Reinforcement Learning

Receipt and verification

First computed	2026-07-05T05:15:21.530497Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e36931d0c19b6faca41976ff8f171fccfab93a390c6aac75df5da42312c36c68

Aliases

arxiv: 2012.13490 · arxiv_version: 2012.13490v2 · doi: 10.48550/arxiv.2012.13490 · pith_short_12: 4NUTDUGBTNX2 · pith_short_16: 4NUTDUGBTNX2ZJAZ · pith_short_8: 4NUTDUGB

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/4NUTDUGBTNX2ZJAZO37Y6FY7ZT \
  | 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: e36931d0c19b6faca41976ff8f171fccfab93a390c6aac75df5da42312c36c68

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c99f7e054037eabfb85c0974a76d85fe008d40e58e5e6a2fab9582fb19452c7d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-12-25T02:35:27Z",
    "title_canon_sha256": "a47580932b3ec710190d4c0346ed54b04fd1d1ebc2d59d59edf2f3b8b9757c8e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.13490",
    "kind": "arxiv",
    "version": 2
  }
}