Pith Number

pith:AXLYFOLR

pith:2017:AXLYFOLRWMMY2GPCRAEBC7LDJ6

not attested not anchored not stored refs pending

Deep TAMER: Interactive Agent Shaping in High-Dimensional State Spaces

Garrett Warnell, Nicholas Waytowich, Peter Stone, Vernon Lawhern

arxiv:1709.10163 v2 · 2017-09-28 · 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{AXLYFOLRWMMY2GPCRAEBC7LDJ6}

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

1 paper in Pith

Training Language Models to Self-Correct via Reinforcement Learning

Receipt and verification

First computed	2026-05-18T00:25:28.758403Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

05d782b971b3198d19e28808117d634fb63ceb322c58b8ac3a95e91741de723c

Aliases

arxiv: 1709.10163 · arxiv_version: 1709.10163v2 · doi: 10.48550/arxiv.1709.10163 · pith_short_12: AXLYFOLRWMMY · pith_short_16: AXLYFOLRWMMY2GPC · pith_short_8: AXLYFOLR

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/AXLYFOLRWMMY2GPCRAEBC7LDJ6 \
  | 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: 05d782b971b3198d19e28808117d634fb63ceb322c58b8ac3a95e91741de723c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "adfc13cd956993cb76cc92dc23064ced67cd2ccb94dd3fa37e1307ea41b539d4",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-09-28T20:43:40Z",
    "title_canon_sha256": "bedf0ec50bf5cb392193320a71408c9ad96ac11a65c02efcc97d1c889737c843"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1709.10163",
    "kind": "arxiv",
    "version": 2
  }
}