Pith Number

pith:UVTIJ6BC

pith:2025:UVTIJ6BCB3WPBBV44NHJHA5J2Z

not attested not anchored not stored refs pending

Task Generalization With AutoRegressive Compositional Structure: Can Learning From $D$ Tasks Generalize to $D^{T}$ Tasks?

Amirhesam Abedsoltan, Hongzhou Lin, Huaqing Zhang, Jingzhao Zhang, Kaiyue Wen, Mikhail Belkin

arxiv:2502.08991 v2 · 2025-02-13 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UVTIJ6BCB3WPBBV44NHJHA5J2Z}

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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

2 papers in Pith

From Reasoning Traces to Reusable Modules: Understanding Compositional Generalization in Language Model Reasoning

Generalization in LLM Problem Solving: The Case of the Shortest Path

Receipt and verification

First computed	2026-07-05T11:18:17.954278Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a56684f8220eecf086bce34e9383a9d6586f8aae18b2231349bd758ac227ac1c

Aliases

arxiv: 2502.08991 · arxiv_version: 2502.08991v2 · doi: 10.48550/arxiv.2502.08991 · pith_short_12: UVTIJ6BCB3WP · pith_short_16: UVTIJ6BCB3WPBBV4 · pith_short_8: UVTIJ6BC

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/UVTIJ6BCB3WPBBV44NHJHA5J2Z \
  | 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: a56684f8220eecf086bce34e9383a9d6586f8aae18b2231349bd758ac227ac1c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ec3ea5b05f4da79019795c4cb781dfe6e7fd16b8dba84f66e6f494ab98e247d1",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-13T06:08:01Z",
    "title_canon_sha256": "1597762ca6b304137279c51a256f2c578d43270367a7f17c2f5c7c18295f3538"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.08991",
    "kind": "arxiv",
    "version": 2
  }
}