Pith. sign in
Pith Number

pith:PVKHF4WL

pith:2021:PVKHF4WLSS5PDN3GHNJTQFL2B6
not attested not anchored not stored refs pending

Imaginative Walks: Generative Random Walk Deviation Loss for Improved Unseen Learning Representation

Divyansh Jha, Ivan Skorokhodov, Kai Yi, Mohamed Elhoseiny

arxiv:2104.09757 v2 · 2021-04-20 · cs.CV · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{PVKHF4WLSS5PDN3GHNJTQFL2B6}

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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 2026-07-05T03:17:02.633373Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7d5472f2cb94baf1b7663b5338157a0fa0f313a6233088235944eddaea8ccd26

Aliases

arxiv: 2104.09757 · arxiv_version: 2104.09757v2 · doi: 10.48550/arxiv.2104.09757 · pith_short_12: PVKHF4WLSS5P · pith_short_16: PVKHF4WLSS5PDN3G · pith_short_8: PVKHF4WL
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PVKHF4WLSS5PDN3GHNJTQFL2B6 \
  | 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: 7d5472f2cb94baf1b7663b5338157a0fa0f313a6233088235944eddaea8ccd26
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "cf6e2ae0829b30bea9da74a2eda31c5f9fcbb9261dc9315af9d13c768f03495a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-04-20T04:34:28Z",
    "title_canon_sha256": "1208b3c656e67f2ca39092039b0cc43972e202f44482abb88c2b790b186769a2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.09757",
    "kind": "arxiv",
    "version": 2
  }
}