Pith Number

pith:D6UXPIFL

pith:2016:D6UXPIFLBU7LJRX26H3F5FOPIV

not attested not anchored not stored refs pending

Reset-Free Guided Policy Search: Efficient Deep Reinforcement Learning with Stochastic Initial States

Anurag Ajay, Chelsea Finn, Pieter Abbeel, Sergey Levine, William Montgomery

arxiv:1610.01112 v2 · 2016-10-04 · cs.LG · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{D6UXPIFLBU7LJRX26H3F5FOPIV}

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	2026-05-18T01:03:05.462776Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1fa977a0ab0d3eb4c6faf1f65e95cf456856899c5f9866500ae8492883da84f8

Aliases

arxiv: 1610.01112 · arxiv_version: 1610.01112v2 · doi: 10.48550/arxiv.1610.01112 · pith_short_12: D6UXPIFLBU7L · pith_short_16: D6UXPIFLBU7LJRX2 · pith_short_8: D6UXPIFL

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/D6UXPIFLBU7LJRX26H3F5FOPIV \
  | 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: 1fa977a0ab0d3eb4c6faf1f65e95cf456856899c5f9866500ae8492883da84f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "45aa244b7ffd0b73f7e3b6311f3158e8db03d8614f5bd4ee128e7be32636523a",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-10-04T18:05:52Z",
    "title_canon_sha256": "8dcc07b6e761c4c0d7d15d188f684473cbb834bf4056715a894780095244e846"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1610.01112",
    "kind": "arxiv",
    "version": 2
  }
}