Pith Number

pith:MBEA3IRI

pith:2026:MBEA3IRIPZGAI6YGL2UOWP2Z7B

not attested not anchored not stored refs pending

How Does Reasoning Flow? Tracing Attention-Induced Information Flow for Targeted RL in LLMs

Bo Zheng, Chao Yang, Junchi Yan, Taiheng Ye, Weixun Wang, Wenbo Su, Yang Li, Yijia Luo, Yu Cheng, Yuhan Sun, Zhichen Dong, Zinian Peng

arxiv:2606.10646 v1 · 2026-06-09 · cs.LG · 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{MBEA3IRIPZGAI6YGL2UOWP2Z7B}

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	2026-06-10T01:10:31.621354Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60480da2287e4c047b065ea8eb3f59f859321b00b0708acd5ac27fbcccb583cb

Aliases

arxiv: 2606.10646 · arxiv_version: 2606.10646v1 · doi: 10.48550/arxiv.2606.10646 · pith_short_12: MBEA3IRIPZGA · pith_short_16: MBEA3IRIPZGAI6YG · pith_short_8: MBEA3IRI

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/MBEA3IRIPZGAI6YGL2UOWP2Z7B \
  | 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: 60480da2287e4c047b065ea8eb3f59f859321b00b0708acd5ac27fbcccb583cb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb08e16e643868bf3cca906a5eb3841c87264b2cc949337724dcdb2c3afbc0c0",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-09T09:56:51Z",
    "title_canon_sha256": "e3c8c20cd356961f09a3a3bbaf5a63d0a68767eb5b9b36df575b6a1ca8c819af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.10646",
    "kind": "arxiv",
    "version": 1
  }
}