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Pith Number

pith:DU6A2CKT

pith:2024:DU6A2CKTP65CUNXBQIPX4MVQUK
not attested not anchored not stored refs pending

Enhancing End-to-End Multi-Task Dialogue Systems: A Study on Intrinsic Motivation Reinforcement Learning Algorithms for Improved Training and Adaptability

Hardik Shah, Naveen Kunchakuri, Navin Kamuni, Sathishkumar Chintala, Sujatha Alla Old Dominion

arxiv:2401.18040 v2 · 2024-01-31 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{DU6A2CKTP65CUNXBQIPX4MVQUK}

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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 2026-07-05T08:00:40.853276Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1d3c0d09537fba2a36e1821f7e32b0a2bbc20e84da6660a8de79e22ab955888e

Aliases

arxiv: 2401.18040 · arxiv_version: 2401.18040v2 · doi: 10.48550/arxiv.2401.18040 · pith_short_12: DU6A2CKTP65C · pith_short_16: DU6A2CKTP65CUNXB · pith_short_8: DU6A2CKT
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/DU6A2CKTP65CUNXBQIPX4MVQUK \
  | 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: 1d3c0d09537fba2a36e1821f7e32b0a2bbc20e84da6660a8de79e22ab955888e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2df1803e47378a72bb97e8471bd15c562549327db4c7934fa03c8b9e79079dbb",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-31T18:03:39Z",
    "title_canon_sha256": "dc5014321bc3884fb0a1c6f748e617ff6659ae648b7bd7fe3de630b99517ce96"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.18040",
    "kind": "arxiv",
    "version": 2
  }
}