Pith Number

pith:DUCNE4AM

pith:2017:DUCNE4AMJH2QPECADCQQBUC262

not attested not anchored not stored refs pending

Overcoming Exploration in Reinforcement Learning with Demonstrations

Ashvin Nair, Bob McGrew, Marcin Andrychowicz, Pieter Abbeel, Wojciech Zaremba

arxiv:1709.10089 v2 · 2017-09-28 · cs.LG · cs.AI · cs.NE · 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{DUCNE4AMJH2QPECADCQQBUC262}

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

2 papers in Pith

EXPO: Stable Reinforcement Learning with Expressive Policies

MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

Receipt and verification

First computed	2026-05-18T00:22:39.464291Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d04d2700c49f507904018a100d05af6bb91df136dee96e2ed18811f367c9255

Aliases

arxiv: 1709.10089 · arxiv_version: 1709.10089v2 · doi: 10.48550/arxiv.1709.10089 · pith_short_12: DUCNE4AMJH2Q · pith_short_16: DUCNE4AMJH2QPECA · pith_short_8: DUCNE4AM

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/DUCNE4AMJH2QPECADCQQBUC262 \
  | 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: 1d04d2700c49f507904018a100d05af6bb91df136dee96e2ed18811f367c9255

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4aed394a5018bd7a864ec59793c704619bc48062ece3e1734db28e1ccfb29cb3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-09-28T17:51:48Z",
    "title_canon_sha256": "b82cb3dcfe88db3f6f906ad539222ab5a63bc94acd5fba6f2c79c62969841369"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1709.10089",
    "kind": "arxiv",
    "version": 2
  }
}