Pith Number

pith:FC6D4TUW

pith:2017:FC6D4TUWMAWBQL5DNAHYTOODMV

not attested not anchored not stored refs pending

Robust and Efficient Transfer Learning with Hidden-Parameter Markov Decision Processes

Finale Doshi-Velez, George Konidaris, Samuel Daulton, Taylor Killian

arxiv:1706.06544 v3 · 2017-06-20 · stat.ML · cs.AI · 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{FC6D4TUWMAWBQL5DNAHYTOODMV}

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	2026-05-18T00:31:45.023359Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

28bc3e4e96602c182fa3680f89b9c3654ea6e9f749bd55b3e186fa4987b2e1f1

Aliases

arxiv: 1706.06544 · arxiv_version: 1706.06544v3 · doi: 10.48550/arxiv.1706.06544 · pith_short_12: FC6D4TUWMAWB · pith_short_16: FC6D4TUWMAWBQL5D · pith_short_8: FC6D4TUW

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/FC6D4TUWMAWBQL5DNAHYTOODMV \
  | 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: 28bc3e4e96602c182fa3680f89b9c3654ea6e9f749bd55b3e186fa4987b2e1f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01f75109fe0b6cf7302a4d5c00051ca44c2e46658a6f5fc5855303754e91f407",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-06-20T16:51:46Z",
    "title_canon_sha256": "cdf98c8b1a3630e384c3f44ab41e7ee075dea9593e8638cc7b568880b22f4556"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1706.06544",
    "kind": "arxiv",
    "version": 3
  }
}