Pith Number

pith:ZPFLSRA2

pith:2016:ZPFLSRA2247YNJSS4YDTUWSXME

not attested not anchored not stored refs pending

Deep Successor Reinforcement Learning

Ardavan Saeedi, Samuel J. Gershman, Simanta Gautam, Tejas D. Kulkarni

arxiv:1606.02396 v1 · 2016-06-08 · stat.ML · cs.AI · cs.LG · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZPFLSRA2247YNJSS4YDTUWSXME}

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

4 papers in Pith

Shaping Belief States with Generative Environment Models for RL

A neurally plausible model learns successor representations in partially observable environments

Spectral Alignment in Forward-Backward Representations via Temporal Abstraction

A Reward-Free Viewpoint on Multi-Objective Reinforcement Learning

Receipt and verification

First computed	2026-05-18T01:12:41.451550Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cbcab9441ad73f86a652e6073a5a57610382de5bfdcb098b909e4a291f2013ed

Aliases

arxiv: 1606.02396 · arxiv_version: 1606.02396v1 · doi: 10.48550/arxiv.1606.02396 · pith_short_12: ZPFLSRA2247Y · pith_short_16: ZPFLSRA2247YNJSS · pith_short_8: ZPFLSRA2

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/ZPFLSRA2247YNJSS4YDTUWSXME \
  | 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: cbcab9441ad73f86a652e6073a5a57610382de5bfdcb098b909e4a291f2013ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3bd9f1b0faf0fef375ee534ee22a0b41c7dbc13d9f594ec0db3d41fb3abe434a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2016-06-08T04:48:49Z",
    "title_canon_sha256": "269b0fb478a391bcf7345c4e9359e42c3d4ff8f11e5af0cf74a499e2e7757ea3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1606.02396",
    "kind": "arxiv",
    "version": 1
  }
}