Pith Number

pith:FURYR3ES

pith:2017:FURYR3ES3VTJSYJCZB62LM657G

not attested not anchored not stored refs pending

Explore, Exploit or Listen: Combining Human Feedback and Policy Model to Speed up Deep Reinforcement Learning in 3D Worlds

Aaron Keech, Brent Harrison, Mark O. Riedl, Zhiyu Lin

arxiv:1709.03969 v2 · 2017-09-12 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FURYR3ES3VTJSYJCZB62LM657G}

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

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Receipt and verification

First computed	2026-07-05T02:51:34.831353Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2d2388ec92dd66996122c87da5b3ddf9bd6a406a75b2cd26eb143b7b472abd9c

Aliases

arxiv: 1709.03969 · arxiv_version: 1709.03969v2 · doi: 10.48550/arxiv.1709.03969 · pith_short_12: FURYR3ES3VTJ · pith_short_16: FURYR3ES3VTJSYJC · pith_short_8: FURYR3ES

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/FURYR3ES3VTJSYJCZB62LM657G \
  | 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: 2d2388ec92dd66996122c87da5b3ddf9bd6a406a75b2cd26eb143b7b472abd9c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f815bcfc290b4d21d776a0b5dfc091100f0ce21b2d3a1b69f88ba7d2a4c6442a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-09-12T17:42:21Z",
    "title_canon_sha256": "96d77c41e9085f174e26b221755cab4b5cfad60ce0b3548b726c128fc9c7ccac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1709.03969",
    "kind": "arxiv",
    "version": 2
  }
}