Pith Number

pith:PQH3AW5B

pith:2026:PQH3AW5BGZID7H6OVIFSX2BAJC

not attested not anchored not stored refs pending

Hi-TTRL: Regulating Consensus with Hints for Test-Time Reinforcement Learning

Kehai Chen, Kunbin Xu, Xingzuo Li, Xuefeng Bai

arxiv:2608.03545 v1 · 2026-08-04 · 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{PQH3AW5BGZID7H6OVIFSX2BAJC}

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	2026-08-05T01:36:05.011374Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c0fb05ba136503f9fceaa0b2be820488d038f3222b7955ac6ce7480f25d7fb3

Aliases

arxiv: 2608.03545 · arxiv_version: 2608.03545v1 · doi: 10.48550/arxiv.2608.03545 · pith_short_12: PQH3AW5BGZID · pith_short_16: PQH3AW5BGZID7H6O · pith_short_8: PQH3AW5B

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/PQH3AW5BGZID7H6OVIFSX2BAJC \
  | 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: 7c0fb05ba136503f9fceaa0b2be820488d038f3222b7955ac6ce7480f25d7fb3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6daeba3bc1fd3b0bb7f688795dd158e0f42fce5308390a57b9f2cc18cb186a0",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-08-04T12:20:17Z",
    "title_canon_sha256": "adaf9b8b5e92fa6fe461a97b03fee23d78dc83c3ee36cb866ba226ce4b68fb2b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.03545",
    "kind": "arxiv",
    "version": 1
  }
}