Pith. sign in
Pith Number

pith:FHZURWK4

pith:2023:FHZURWK47OTSQ7K6STDS5U7HN5
not attested not anchored not stored refs pending

A Deep Reinforcement Learning Approach for Interactive Search with Sentence-level Feedback

Chen Lin, Eugene Agichtein, Jianghong Zhou, Joyce C. Ho

arxiv:2310.03043 v1 · 2023-10-03 · cs.LG · cs.AI · cs.HC · cs.IR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{FHZURWK47OTSQ7K6STDS5U7HN5}

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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.
Receipt and verification
First computed 2026-07-05T06:57:28.055854Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

29f348d95cfba7287d5e94c72ed3e76f4d34310811b6e70b5b10ea432782976f

Aliases

arxiv: 2310.03043 · arxiv_version: 2310.03043v1 · doi: 10.48550/arxiv.2310.03043 · pith_short_12: FHZURWK47OTS · pith_short_16: FHZURWK47OTSQ7K6 · pith_short_8: FHZURWK4
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FHZURWK47OTSQ7K6STDS5U7HN5 \
  | 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: 29f348d95cfba7287d5e94c72ed3e76f4d34310811b6e70b5b10ea432782976f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "36d1a0feb8d178e2458c088b13acb85f6e21d6825085ce723448e37a1e491765",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-03T18:45:21Z",
    "title_canon_sha256": "53ccd01c30783092ff92e1b9af7e45f23b7ee004b85aa99b0d0da17dcaf0553d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.03043",
    "kind": "arxiv",
    "version": 1
  }
}