Pith. sign in
Pith Number

pith:DHYJO2YM

pith:2026:DHYJO2YMROG6OHWU5KOBW4BB6E
not attested not anchored not stored refs pending

DenseReward: Dense Reward Learning via Failure Synthesis for Robotic Manipulation

Daniel Szafir, Huaxiu Yao, Jiaqi Liu, Li Erran Li, Mingxiao Huo, Mingyu Ding, Wanxi Dong, Yao Mu, Yue Yang, Yu Fang

arxiv:2607.13033 v1 · 2026-07-14 · cs.RO

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{DHYJO2YMROG6OHWU5KOBW4BB6E}

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 2026-07-15T01:22:32.647789Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

19f0976b0c8b8de71ed4ea9c1b7021f108ffc419ecb73c71c5100f7010d819ef

Aliases

arxiv: 2607.13033 · arxiv_version: 2607.13033v1 · doi: 10.48550/arxiv.2607.13033 · pith_short_12: DHYJO2YMROG6 · pith_short_16: DHYJO2YMROG6OHWU · pith_short_8: DHYJO2YM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/DHYJO2YMROG6OHWU5KOBW4BB6E \
  | 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: 19f0976b0c8b8de71ed4ea9c1b7021f108ffc419ecb73c71c5100f7010d819ef
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "55ef7d30a9ebcb9a6f81f983bf8eb9538dc7dd701c0f3bf5273a805e0d89c20e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2026-07-14T17:59:29Z",
    "title_canon_sha256": "8ea7396974908c6e481ffefafa03b93d2ee43db3161d734bb19541b01ec41f24"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.13033",
    "kind": "arxiv",
    "version": 1
  }
}