Pith Number

pith:Y57KGIMU

pith:2020:Y57KGIMUCCRDNBWCZXYKQ2B4A4

not attested not anchored not stored refs pending

Unified Models of Human Behavioral Agents in Bandits, Contextual Bandits and RL

Baihan Lin, Djallel Bouneffouf, Guillermo Cecchi, Irina Rish, Jenna Reinen

arxiv:2005.04544 v5 · 2020-05-10 · cs.AI · cs.LG · q-bio.NC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Y57KGIMUCCRDNBWCZXYKQ2B4A4}

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

Predicting human cooperation: sensitizing drift-diffusion model to interaction and external stimuli

Receipt and verification

First computed	2026-07-05T03:43:35.856272Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c77ea3219410a23686c2cdf0a8683c07108b5e64468fa353dbcdda2565ecaba0

Aliases

arxiv: 2005.04544 · arxiv_version: 2005.04544v5 · doi: 10.48550/arxiv.2005.04544 · pith_short_12: Y57KGIMUCCRD · pith_short_16: Y57KGIMUCCRDNBWC · pith_short_8: Y57KGIMU

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/Y57KGIMUCCRDNBWCZXYKQ2B4A4 \
  | 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: c77ea3219410a23686c2cdf0a8683c07108b5e64468fa353dbcdda2565ecaba0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a189af868e0e219d6dc7bd312065fcd13acbf142707ce17f6323b2d308999d9",
    "cross_cats_sorted": [
      "cs.LG",
      "q-bio.NC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2020-05-10T01:43:39Z",
    "title_canon_sha256": "2e827ae3bc1125f1cbba3952cf10ef662a053b28e63366ad93fc63dfcef003bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2005.04544",
    "kind": "arxiv",
    "version": 5
  }
}