Pith Number

pith:LHW2ZNT3

pith:2026:LHW2ZNT3CIYJWIHBNIYZCMSA55

not attested not anchored not stored refs pending

State2State: Environment-Derived Mid-Training for LLM Agents

Chenliang Li, Jieping Ye, Kaiming Liu, Ming Yan, Peng Li, Xuanyu Lei, Yang Liu, Ya-Qin Zhang, Yiqi Zhu

arxiv:2608.04934 v1 · 2026-08-05 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LHW2ZNT3CIYJWIHBNIYZCMSA55}

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	2026-08-06T01:47:43.841733Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

59edacb67b12309b20e16a31913240ef7e86201900a8513fccaeb0f367bb2a85

Aliases

arxiv: 2608.04934 · arxiv_version: 2608.04934v1 · doi: 10.48550/arxiv.2608.04934 · pith_short_12: LHW2ZNT3CIYJ · pith_short_16: LHW2ZNT3CIYJWIHB · pith_short_8: LHW2ZNT3

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/LHW2ZNT3CIYJWIHBNIYZCMSA55 \
  | 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: 59edacb67b12309b20e16a31913240ef7e86201900a8513fccaeb0f367bb2a85

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ffb04f5bb30d08229a8bae091aa7559159726b6606a599cf04cf31e03c7bf9b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-08-05T15:02:41Z",
    "title_canon_sha256": "60b745b2a52ff084ee3b711766b8453e40488d61bfa1993584542bc28ca09842"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.04934",
    "kind": "arxiv",
    "version": 1
  }
}