Pith Number

pith:HH6FGX25

pith:2026:HH6FGX25ZIMDUUYQCWPF2MZS6J

not attested not anchored not stored refs pending

Breaking Feedback-Blindness: Utility-Augmented Transformer for Sequential Decision Making

Daimin Chen, Shan Dai, Yuyang Shen

arxiv:2607.18910 v1 · 2026-07-21 · 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{HH6FGX25ZIMDUUYQCWPF2MZS6J}

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	2026-07-22T01:23:19.372160Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

39fc535f5dca183a5310159e5d3332f24173dcf83da0d6cf8021c5768d7670fd

Aliases

arxiv: 2607.18910 · arxiv_version: 2607.18910v1 · doi: 10.48550/arxiv.2607.18910 · pith_short_12: HH6FGX25ZIMD · pith_short_16: HH6FGX25ZIMDUUYQ · pith_short_8: HH6FGX25

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/HH6FGX25ZIMDUUYQCWPF2MZS6J \
  | 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: 39fc535f5dca183a5310159e5d3332f24173dcf83da0d6cf8021c5768d7670fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "084020fd2577eb42b1666d433dc45e031612dcc2f40ebdb647fde50775989a20",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-21T09:52:23Z",
    "title_canon_sha256": "71dea3ce0dbc1ad8d1164236f477d9a3655a3b2aac78bab3d679ea0668ce002b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.18910",
    "kind": "arxiv",
    "version": 1
  }
}