Pith Number

pith:QXBAC7PD

pith:2021:QXBAC7PD72RWGNRFRDR6ERONEP

not attested not anchored not stored refs pending

Case-based Reasoning for Better Generalization in Textual Reinforcement Learning

Keerthiram Murugesan, Mattia Atzeni, Mrinmaya Sachan, Shehzaad Dhuliawala

arxiv:2110.08470 v3 · 2021-10-16 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{QXBAC7PD72RWGNRFRDR6ERONEP}

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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.

Cited by

1 paper in Pith

KnowMap: Efficient Knowledge-Driven Task Adaptation for LLMs

Receipt and verification

First computed	2026-07-05T04:09:15.897267Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

85c2017de3fea363362588e3e245cd23e4f40ba6f157ff92bf5995c3e1615ea3

Aliases

arxiv: 2110.08470 · arxiv_version: 2110.08470v3 · doi: 10.48550/arxiv.2110.08470 · pith_short_12: QXBAC7PD72RW · pith_short_16: QXBAC7PD72RWGNRF · pith_short_8: QXBAC7PD

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/QXBAC7PD72RWGNRFRDR6ERONEP \
  | 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: 85c2017de3fea363362588e3e245cd23e4f40ba6f157ff92bf5995c3e1615ea3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "18b673791007e12cd6c7f8f796da6c886d38dc3937e9630a2b5e41be19918e17",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-10-16T04:51:34Z",
    "title_canon_sha256": "f67e96600fbd29f51e01c980207630a801f39695c42194033aecb86ec479bce2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.08470",
    "kind": "arxiv",
    "version": 3
  }
}