Pith Number

pith:2WUKXN6R

pith:2019:2WUKXN6RFZ2GVM7ZBKICIABDFX

not attested not anchored not stored refs pending

Adapting Behaviour for Learning Progress

David Ding, David Szepesvari, Diana Borsa, Georg Ostrovski, Simon Osindero, Tom Schaul, Will Dabney

arxiv:1912.06910 v1 · 2019-12-14 · cs.LG · cs.AI · 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{2WUKXN6RFZ2GVM7ZBKICIABDFX}

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

Balans: Multi-Armed Bandits-based Adaptive Large Neighborhood Search for Mixed-Integer Programming Problem

Receipt and verification

First computed	2026-07-05T00:26:16.727656Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d5a8abb7d12e746ab3f90a902400232df29a1f2d34d15206439050ff6669be0c

Aliases

arxiv: 1912.06910 · arxiv_version: 1912.06910v1 · doi: 10.48550/arxiv.1912.06910 · pith_short_12: 2WUKXN6RFZ2G · pith_short_16: 2WUKXN6RFZ2GVM7Z · pith_short_8: 2WUKXN6R

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/2WUKXN6RFZ2GVM7ZBKICIABDFX \
  | 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: d5a8abb7d12e746ab3f90a902400232df29a1f2d34d15206439050ff6669be0c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a9673d2a8a20c3d2a921d264a5b153e3eb4ee0ce30699dc4d9368805669483e",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-14T19:34:47Z",
    "title_canon_sha256": "4a73955c3c752c24106bff747448d2971711c5ab7d9fa7ac1e8e313bb1d60e71"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.06910",
    "kind": "arxiv",
    "version": 1
  }
}