Pith Number

pith:OIG2SQA4

pith:2022:OIG2SQA436MVLLC3N3GXMUQ3G6

not attested not anchored not stored refs pending

Meta-Learning Parameterized Skills

George Konidaris, Haotian Fu, Michael Littman, Saket Tiwari, Shangqun Yu

arxiv:2206.03597 v4 · 2022-06-07 · 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{OIG2SQA436MVLLC3N3GXMUQ3G6}

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

Task-Aware Virtual Training: Enhancing Generalization in Meta-Reinforcement Learning for Out-of-Distribution Tasks

Receipt and verification

First computed	2026-07-05T06:32:33.467715Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

720da9401cdf9955ac5b6ecd76521b37bea8747250000eaefaee27145eab1b0d

Aliases

arxiv: 2206.03597 · arxiv_version: 2206.03597v4 · doi: 10.48550/arxiv.2206.03597 · pith_short_12: OIG2SQA436MV · pith_short_16: OIG2SQA436MVLLC3 · pith_short_8: OIG2SQA4

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/OIG2SQA436MVLLC3N3GXMUQ3G6 \
  | 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: 720da9401cdf9955ac5b6ecd76521b37bea8747250000eaefaee27145eab1b0d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a13fd7ac86ab9b1101a25b76d2ae4523a5cd38454d7182a384a5178611682a1a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-07T21:30:58Z",
    "title_canon_sha256": "084eb488b9cf50c71784532b9cfe292ffe6075f6f18d6c282a88dcea5647b5ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.03597",
    "kind": "arxiv",
    "version": 4
  }
}