Pith Number

pith:KSEQJN5Q

pith:2025:KSEQJN5QD2ZOGVA3VARXIFNFD2

not attested not anchored not stored refs pending

Teaching LLMs How to Learn with Contextual Fine-Tuning

John Willes, Muhammad Adil Asif, Rahul G. Krishnan, Younwoo Choi, Ziwen Han

arxiv:2503.09032 v2 · 2025-03-12 · 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{KSEQJN5QD2ZOGVA3VARXIFNFD2}

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

PILOT: Planning via Internalized Latent Optimization Trajectories for Large Language Models

Receipt and verification

First computed	2026-07-05T11:49:51.875809Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

548904b7b01eb2e3541ba8237415a51eb7ec39ddd0432d69be19425fd8bd8d17

Aliases

arxiv: 2503.09032 · arxiv_version: 2503.09032v2 · doi: 10.48550/arxiv.2503.09032 · pith_short_12: KSEQJN5QD2ZO · pith_short_16: KSEQJN5QD2ZOGVA3 · pith_short_8: KSEQJN5Q

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/KSEQJN5QD2ZOGVA3VARXIFNFD2 \
  | 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: 548904b7b01eb2e3541ba8237415a51eb7ec39ddd0432d69be19425fd8bd8d17

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6be1cb4774d07405fc5e611d8fe18be00a28a45dd24fd1c063514b35177d34e2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-12T03:45:53Z",
    "title_canon_sha256": "4931c2e7565583facd9e32df5257f58b5f1472dee81e99548eba463471a6498a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.09032",
    "kind": "arxiv",
    "version": 2
  }
}