Pith Number

pith:AVEBGMZH

pith:2021:AVEBGMZHH5ESNTRJM2EVQGBXEB

not attested not anchored not stored refs pending

Sequence Adaptation via Reinforcement Learning in Recommender Systems

Dimitrios Rafailidis, Stefanos Antaris

arxiv:2108.01442 v1 · 2021-07-31 · cs.IR · 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{AVEBGMZHH5ESNTRJM2EVQGBXEB}

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

From Bootstrapping to Sequence Modeling: A Unified Generative Framework for Personalized Landing-Page Modeling

Receipt and verification

First computed	2026-07-05T03:03:02.992749Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

05481333273f4926ce2966895818372061d479295fa2f4b754b27d0dcac147f7

Aliases

arxiv: 2108.01442 · arxiv_version: 2108.01442v1 · doi: 10.48550/arxiv.2108.01442 · pith_short_12: AVEBGMZHH5ES · pith_short_16: AVEBGMZHH5ESNTRJ · pith_short_8: AVEBGMZH

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/AVEBGMZHH5ESNTRJM2EVQGBXEB \
  | 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: 05481333273f4926ce2966895818372061d479295fa2f4b754b27d0dcac147f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "35602e9aeea8954fac030c2fbfacff227d309f6b829c668a69168f91fd6220f0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2021-07-31T13:56:46Z",
    "title_canon_sha256": "d0552bf2869c13b6959ff2577ab1e01c664e6447516c5149c72f1ea3ec681e16"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.01442",
    "kind": "arxiv",
    "version": 1
  }
}