Pith Number

pith:KM6I5WOY

pith:2026:KM6I5WOYI62IV2PGCSXBKUOA4O

not attested not anchored not stored refs pending

Online Experiential Learning for Language Models

Furu Wei, Li Dong, Qingxiu Dong, Shaohan Huang, Tianzhu Ye, Xun Wu

arxiv:2603.16856 v2 · 2026-03-17 · 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{KM6I5WOYI62IV2PGCSXBKUOA4O}

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

13 papers in Pith

A Predictive Law for On-Policy Self-Distillation From World Feedback

A Brief Overview: On-Policy Self-Distillation In Large Language Models

Tailoring Teaching to Aptitude: Direction-Adaptive Self-Distillation for LLM Reasoning

Echo: Learning from Experience Data via User-Driven Refinement

ORACLE: Anticipating Scams from Partial Trajectories in Streaming App Usage

Receipt and verification

First computed	2026-06-30T02:17:18.441171Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

533c8ed9d847b48ae9e614ae1551c0e3be904b9194d39bfe803102a5ff2eb1e1

Aliases

arxiv: 2603.16856 · arxiv_version: 2603.16856v2 · doi: 10.48550/arxiv.2603.16856 · pith_short_12: KM6I5WOYI62I · pith_short_16: KM6I5WOYI62IV2PG · pith_short_8: KM6I5WOY

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/KM6I5WOYI62IV2PGCSXBKUOA4O \
  | 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: 533c8ed9d847b48ae9e614ae1551c0e3be904b9194d39bfe803102a5ff2eb1e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f4cef8aa8834b59d58b873498494aa150e62127aae3a1b20427312bf4907eba",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-03-17T17:57:49Z",
    "title_canon_sha256": "66e42fddafb785c47423bd4c159583ce31c313c523482ba43773e74d1e17a381"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.16856",
    "kind": "arxiv",
    "version": 2
  }
}