Pith Number

pith:WQ2THQAQ

pith:2021:WQ2THQAQJIBDBEXDJV36DSDF6K

not attested not anchored not stored refs pending

GalilAI: Out-of-Task Distribution Detection using Causal Active Experimentation for Safe Transfer RL

Arash Mehrjou, Bernhard Sch\"olkopf, Laurent Itti, Stephen Iota, Sumedh A Sontakke, Zizhao Hu

arxiv:2110.15489 v1 · 2021-10-29 · 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{WQ2THQAQJIBDBEXDJV36DSDF6K}

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	2026-07-05T03:27:10.461153Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b43533c0104a023092e34d77e1c865f2965af54670b5645995cf0bf2697ec4f2

Aliases

arxiv: 2110.15489 · arxiv_version: 2110.15489v1 · doi: 10.48550/arxiv.2110.15489 · pith_short_12: WQ2THQAQJIBD · pith_short_16: WQ2THQAQJIBDBEXD · pith_short_8: WQ2THQAQ

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/WQ2THQAQJIBDBEXDJV36DSDF6K \
  | 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: b43533c0104a023092e34d77e1c865f2965af54670b5645995cf0bf2697ec4f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48d509bc1201d83779921a484648e915ee77ac2a333e954b3a6baf0e84a411f5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-29T01:45:56Z",
    "title_canon_sha256": "e3fb6a2fa798ea0f3ff6ec835ca6dc788fe03509e870e6afaf97645c6472d2b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.15489",
    "kind": "arxiv",
    "version": 1
  }
}