Pith. sign in
Pith Number

pith:TWQVOG44

pith:2026:TWQVOG44RPEQVWTVRC5TGG6IIO
not attested not anchored not stored refs pending

Generalize and Guide: Decomposing Rewards for Few-Shot Inverse Reinforcement Learning

Grace Zhang, Ziyi Liu

arxiv:2607.17760 v1 · 2026-07-20 · cs.LG · cs.AI · cs.RO

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{TWQVOG44RPEQVWTVRC5TGG6IIO}

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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 2026-07-21T02:21:58.779437Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9da1571b9c8bc90ada7588bb331bc84395aeaca80f464bb4a63b8f031cd5f67a

Aliases

arxiv: 2607.17760 · arxiv_version: 2607.17760v1 · doi: 10.48550/arxiv.2607.17760 · pith_short_12: TWQVOG44RPEQ · pith_short_16: TWQVOG44RPEQVWTV · pith_short_8: TWQVOG44
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/TWQVOG44RPEQVWTVRC5TGG6IIO \
  | 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: 9da1571b9c8bc90ada7588bb331bc84395aeaca80f464bb4a63b8f031cd5f67a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "152ed55722c91a292e227bbbba3903fe866ba41ffad8fa8177493c8982f3ea52",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-20T09:51:02Z",
    "title_canon_sha256": "00a73b15a52438473a87125b6bbda311e0ae0a87868f39de5d2638a621a9bfe6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.17760",
    "kind": "arxiv",
    "version": 1
  }
}