Pith Number

pith:SUUY5GLX

pith:2026:SUUY5GLXWAGJ4RAYI234CVTUKN

not attested not anchored not stored refs pending

Make LLM Learn to Synthesize from Streaming Experiences through Feedback

Bingyu Zhu, Jungang Lou, Longtao Huang, Xiongtao Zhang, Yan Wang, Zeyu Yang, Zhen Bi, Zhenlin Hu, Zhixuan Chu, Zihao Xue

arxiv:2605.29940 v1 · 2026-05-28 · 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{SUUY5GLXWAGJ4RAYI234CVTUKN}

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.

Receipt and verification

First computed	2026-05-29T02:06:02.105304Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95298e9977b00c9e441846b7c156745372f9cd84f581c56a0cf67e0b8e649304

Aliases

arxiv: 2605.29940 · arxiv_version: 2605.29940v1 · doi: 10.48550/arxiv.2605.29940 · pith_short_12: SUUY5GLXWAGJ · pith_short_16: SUUY5GLXWAGJ4RAY · pith_short_8: SUUY5GLX

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/SUUY5GLXWAGJ4RAYI234CVTUKN \
  | 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: 95298e9977b00c9e441846b7c156745372f9cd84f581c56a0cf67e0b8e649304

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "864b62312ad9fbd903040d8a5723b33f9f61c315fe742e261f3477063de30bee",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-05-28T13:51:58Z",
    "title_canon_sha256": "28421daf0dcc33406bf0787dfe66622ea1c96ce9479a229ce075bbe83da363d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.29940",
    "kind": "arxiv",
    "version": 1
  }
}