Pith. sign in
Pith Number

pith:GBZ2HTNY

pith:2026:GBZ2HTNYI2EX54F5ACI6IDYD2U
not attested not anchored not stored refs pending

RMSWeb: Reflection, Failure-Mode Mining, and Salvage-DS for Web Agent Reinforcement Learning

Ao Sun, Chengbo Liu, Guichun Hua, Haojun Huang, Lifang Zhou, Pei Tan, Ruijie Yan, Sining Wei, Yingying He, Yining Chen, Yutao Xie

arxiv:2608.00335 v1 · 2026-07-31 · cs.AI · cs.CL · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GBZ2HTNYI2EX54F5ACI6IDYD2U}

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 2026-08-04T00:35:07.191008Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

3073a3cdb846897ef0bd0091e40f03d529ef574c6a958009dc5993dc9d399972

Aliases

arxiv: 2608.00335 · arxiv_version: 2608.00335v1 · doi: 10.48550/arxiv.2608.00335 · pith_short_12: GBZ2HTNYI2EX · pith_short_16: GBZ2HTNYI2EX54F5 · pith_short_8: GBZ2HTNY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GBZ2HTNYI2EX54F5ACI6IDYD2U \
  | 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: 3073a3cdb846897ef0bd0091e40f03d529ef574c6a958009dc5993dc9d399972
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "cd0bb9b3c5c22d8199f23ae2c042ceba523d336a7a9134cc5759c4f438f04ab1",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-07-31T22:57:16Z",
    "title_canon_sha256": "2132cc6d91d24641fc038da029ba44183bb4cc724ec287f91e13851f5f9f0a85"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.00335",
    "kind": "arxiv",
    "version": 1
  }
}