Pith Number

pith:YFXZ6OF6

pith:2026:YFXZ6OF6YE4GBBKNCPBO2HZUXC

not attested not anchored not stored refs pending

Different Feedback, Different Updates: Selective Self-Learning from User Interactions for Large Language Models

Haitao Li, Heng Wang, Min Zhang, Qingyao Ai, Qingyi Pan, Xuanchen Li, Yiqun Liu, Yujia Zhou

arxiv:2608.09109 v1 · 2026-08-10 · 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{YFXZ6OF6YE4GBBKNCPBO2HZUXC}

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	2026-08-11T02:21:49.106147Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c16f9f38bec13860854d13c2ed1f34b88277fb8c9791c6ed3454883ab43b8471

Aliases

arxiv: 2608.09109 · arxiv_version: 2608.09109v1 · doi: 10.48550/arxiv.2608.09109 · pith_short_12: YFXZ6OF6YE4G · pith_short_16: YFXZ6OF6YE4GBBKN · pith_short_8: YFXZ6OF6

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/YFXZ6OF6YE4GBBKNCPBO2HZUXC \
  | 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: c16f9f38bec13860854d13c2ed1f34b88277fb8c9791c6ed3454883ab43b8471

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f835a2de86c9332c0b7eb5a7281d07b466b47cad44213aa5a12f101164f3850",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-08-10T04:27:58Z",
    "title_canon_sha256": "1a3c9b61540da7335332e50b4e0db96372afd7031e8a1b431ab63966be78aaf1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.09109",
    "kind": "arxiv",
    "version": 1
  }
}