Pith Number

pith:XMHR6VCG

pith:2017:XMHR6VCGWTGG3ZUYS45DOWY43A

not attested not anchored not stored refs pending

Distral: Robust Multitask Reinforcement Learning

James Kirkpatrick, John Quan, Nicolas Heess, Raia Hadsell, Razvan Pascanu, Victor Bapst, Wojciech Marian Czarnecki, Yee Whye Teh

arxiv:1707.04175 v1 · 2017-07-13 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XMHR6VCGWTGG3ZUYS45DOWY43A}

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

Contextual Multi-Task Reinforcement Learning for Autonomous Reef Monitoring

Receipt and verification

First computed	2026-05-18T00:40:20.334520Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bb0f1f5446b4cc6de698973a375b1cd80ffd44982a8a6492254b7426249ce8b0

Aliases

arxiv: 1707.04175 · arxiv_version: 1707.04175v1 · doi: 10.48550/arxiv.1707.04175 · pith_short_12: XMHR6VCGWTGG · pith_short_16: XMHR6VCGWTGG3ZUY · pith_short_8: XMHR6VCG

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/XMHR6VCGWTGG3ZUYS45DOWY43A \
  | 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: bb0f1f5446b4cc6de698973a375b1cd80ffd44982a8a6492254b7426249ce8b0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9232f8b0a8886166c52b1c9f27b5bf72ad31c44805770566173b2397ca3a02eb",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-07-13T15:24:20Z",
    "title_canon_sha256": "d496a9afd820c9d7a3996c5d5cce3b1cce15da9566200140bda2570facf6ec91"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1707.04175",
    "kind": "arxiv",
    "version": 1
  }
}