pith. sign in
Pith Number

pith:443FAUPA

pith:2026:443FAUPAS23PTLBNLV744XM3XD
not attested not anchored not stored refs pending

On Robustness and Chain-of-Thought Consistency of RL-Finetuned VLMs

Anshul Shah, Arnab Mondal, Joerg Liebelt, Rosie Zhao, Xiaoyu Zhu, Xinke Deng, Yang Yang, Zhongyu Jiang

arxiv:2602.12506 v3 · 2026-02-13 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{443FAUPAS23PTLBNLV744XM3XD}

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.

Cited by

2 papers in Pith

Receipt and verification
First computed 2026-05-22T01:03:57.553834Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e7365051e096b6f9ac2d5d7fce5d9bb8feca0a0694133c4f7e39cd9a3417a676

Aliases

arxiv: 2602.12506 · arxiv_version: 2602.12506v3 · doi: 10.48550/arxiv.2602.12506 · pith_short_12: 443FAUPAS23P · pith_short_16: 443FAUPAS23PTLBN · pith_short_8: 443FAUPA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/443FAUPAS23PTLBNLV744XM3XD \
  | 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: e7365051e096b6f9ac2d5d7fce5d9bb8feca0a0694133c4f7e39cd9a3417a676
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9627cadb69aa69ad8e684ae540c54059152866d35ffbfe342548522d85f4aed6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-02-13T01:12:00Z",
    "title_canon_sha256": "355c22f110541a844b03e50e8d4b7085ec85fda70924df4db6df49b8944b13d8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.12506",
    "kind": "arxiv",
    "version": 3
  }
}