Pith Number

pith:LGYWERFX

pith:2019:LGYWERFX2B2LW2OOGPWSYMG4LS

not attested not anchored not stored refs pending

Transfer in Deep Reinforcement Learning Using Successor Features and Generalised Policy Improvement

Andr\'e Barreto, Augustin \v{Z}\'idek, Daniel Mankowitz, David Silver, Diana Borsa, John Quan, Matteo Hessel, R\'emi Munos, Tom Schaul

arxiv:1901.10964 v1 · 2019-01-30 · 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{LGYWERFX2B2LW2OOGPWSYMG4LS}

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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

2 papers in Pith

A neurally plausible model learns successor representations in partially observable environments

Lever: Inference-Time Policy Reuse under Support Constraints

Receipt and verification

First computed	2026-05-17T23:55:05.664974Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

59b16244b7d074bb69ce33ed2c30dc5cbeb9b3e3e164ca5d70568ed023bba1fe

Aliases

arxiv: 1901.10964 · arxiv_version: 1901.10964v1 · doi: 10.48550/arxiv.1901.10964 · pith_short_12: LGYWERFX2B2L · pith_short_16: LGYWERFX2B2LW2OO · pith_short_8: LGYWERFX

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/LGYWERFX2B2LW2OOGPWSYMG4LS \
  | 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: 59b16244b7d074bb69ce33ed2c30dc5cbeb9b3e3e164ca5d70568ed023bba1fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30c3e40d2b61e9665ad670117adad615e0e96baba687981420a67349f3d472fe",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-01-30T17:30:31Z",
    "title_canon_sha256": "a792c9919db3b16455c6c1e84c332c360c0b50822efad2f0cd340fbccd78d7a0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.10964",
    "kind": "arxiv",
    "version": 1
  }
}