Pith Number

pith:ATYCHVWW

pith:2025:ATYCHVWW7DBVIHCMAB7PG2BIHY

not attested not anchored not stored refs pending

Factored Agents: Decoupling In-Context Learning and Memorization for Robust Tool Use

Chang Ye, Christopher Hidey, Eugene Ie, Jinoo Baek, Lucas Spangher, Nicholas Roth, Nick Masiewicki, Peter Grabowski, William F. Arnold

arxiv:2503.22931 v2 · 2025-03-29 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ATYCHVWW7DBVIHCMAB7PG2BIHY}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Teaching Language Models To Gather Information Proactively

Receipt and verification

First computed	2026-07-05T10:43:06.978483Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

04f023d6d6f8c3541c4c007ef368283e15004110f651be4ad77df4ca7a8d2b48

Aliases

arxiv: 2503.22931 · arxiv_version: 2503.22931v2 · doi: 10.48550/arxiv.2503.22931 · pith_short_12: ATYCHVWW7DBV · pith_short_16: ATYCHVWW7DBVIHCM · pith_short_8: ATYCHVWW

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/ATYCHVWW7DBVIHCMAB7PG2BIHY \
  | 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: 04f023d6d6f8c3541c4c007ef368283e15004110f651be4ad77df4ca7a8d2b48

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "68d1dddd406f8356e8c5243ac735e7375e6f0e078c8238932f78470b63b73941",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-03-29T01:27:11Z",
    "title_canon_sha256": "a9cc42d540eb8c59233ae0712bae34ebd449613328f259ac84f2e7ab1ef74f7a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.22931",
    "kind": "arxiv",
    "version": 2
  }
}