Pith Number

pith:ZHL3DHE3

pith:2024:ZHL3DHE3N27S5W7IPVQRHDYEOJ

not attested not anchored not stored refs pending

Adapting While Learning: Grounding LLMs for Scientific Problems with Intelligent Tool Usage Adaptation

Bohan Lyu, Duncan Watson-Parris, Leon Bergen, Rose Yu, Taylor Berg-Kirkpatrick, Yadi Cao

arxiv:2411.00412 v4 · 2024-11-01 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZHL3DHE3N27S5W7IPVQRHDYEOJ}

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

xInv: Explainable Optimization of Inverse Problems

Receipt and verification

First computed	2026-07-05T11:24:07.946304Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9d7b19c9b6ebf2edbe87d61138f04726b73c9642d1b271cab69163a8acb0770

Aliases

arxiv: 2411.00412 · arxiv_version: 2411.00412v4 · doi: 10.48550/arxiv.2411.00412 · pith_short_12: ZHL3DHE3N27S · pith_short_16: ZHL3DHE3N27S5W7I · pith_short_8: ZHL3DHE3

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/ZHL3DHE3N27S5W7IPVQRHDYEOJ \
  | 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: c9d7b19c9b6ebf2edbe87d61138f04726b73c9642d1b271cab69163a8acb0770

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b4f2d8b346c29e15acd991fc959ee3a4f743bbe2efe33a88ea5011951e673072",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-01T07:18:31Z",
    "title_canon_sha256": "1d60789773277132ce8affb07872f6e75316ed2c9d53ad8e9bfaf0792914a933"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.00412",
    "kind": "arxiv",
    "version": 4
  }
}