Pith Number

pith:4TF2PFST

pith:2017:4TF2PFST4AYJSP7V6CL26BVBGV

not attested not anchored not stored refs pending

Deep Q-learning from Demonstrations

Andrew Sendonaris, Audrunas Gruslys, Bilal Piot, Dan Horgan, Gabriel Dulac-Arnold, Ian Osband, Joel Z. Leibo, John Agapiou, John Quan, Marc Lanctot, Matej Vecerik, Olivier Pietquin, Todd Hester, Tom Schaul

arxiv:1704.03732 v4 · 2017-04-12 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4TF2PFST4AYJSP7V6CL26BVBGV}

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

Deep reinforcement learning from human preferences

Receipt and verification

First computed	2026-05-18T00:29:46.196823Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e4cba79653e030993ff5f097af06a1355f80f24e999550f80a45a405c9521d23

Aliases

arxiv: 1704.03732 · arxiv_version: 1704.03732v4 · doi: 10.48550/arxiv.1704.03732 · pith_short_12: 4TF2PFST4AYJ · pith_short_16: 4TF2PFST4AYJSP7V · pith_short_8: 4TF2PFST

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/4TF2PFST4AYJSP7V6CL26BVBGV \
  | 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: e4cba79653e030993ff5f097af06a1355f80f24e999550f80a45a405c9521d23

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be25f9b75ff99dea0eb1500a831034d786bd9e8897e0b1903705bf8cdeda07b5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-04-12T12:44:37Z",
    "title_canon_sha256": "15c6de0049e5300bd9e46aa894cc50b67c4421d0e641e7d747b89b398a32b2c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1704.03732",
    "kind": "arxiv",
    "version": 4
  }
}