Pith Number

pith:TAMHXFKG

pith:2022:TAMHXFKGSFDY3BJXZKPKHQH2AU

not attested not anchored not stored refs pending

Task-Agnostic Continual Reinforcement Learning: Gaining Insights and Overcoming Challenges

Jonas Mueller, Laurent Charlin, Massimo Caccia, Rasool Fakoor, Taesup Kim

arxiv:2205.14495 v3 · 2022-05-28 · 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{TAMHXFKGSFDY3BJXZKPKHQH2AU}

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	2026-07-05T06:11:16.103273Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

98187b954691478d8537ca9ea3c0fa053890db21d9d7109ce20259d491dc878f

Aliases

arxiv: 2205.14495 · arxiv_version: 2205.14495v3 · doi: 10.48550/arxiv.2205.14495 · pith_short_12: TAMHXFKGSFDY · pith_short_16: TAMHXFKGSFDY3BJX · pith_short_8: TAMHXFKG

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/TAMHXFKGSFDY3BJXZKPKHQH2AU \
  | 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: 98187b954691478d8537ca9ea3c0fa053890db21d9d7109ce20259d491dc878f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "97192f23d136fd9986a3df27efd8046ffab3a615fab8bd1a7d9268f7ca7fc87a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-28T17:59:00Z",
    "title_canon_sha256": "bc196c21a3a28ae8e39c0eebe04aea7b8dc1ca4fc3e02650546194847fa74343"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.14495",
    "kind": "arxiv",
    "version": 3
  }
}