Pith Number

pith:3CR5XTW4

pith:2024:3CR5XTW4EEG3TOYXRGLAVZ3TTG

not attested not anchored not stored refs pending

LossAgent: Towards Any Optimization Objectives for Image Processing with LLM Agents

Bingchen Li, Xin Li, Yiting Lu, Zhibo Chen

arxiv:2412.04090 v2 · 2024-12-05 · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3CR5XTW4EEG3TOYXRGLAVZ3TTG}

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	2026-07-05T10:27:21.123488Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d8a3dbcedc210db9bb1789960ae77399aa434ac74022c7cc871601e858b9cac5

Aliases

arxiv: 2412.04090 · arxiv_version: 2412.04090v2 · doi: 10.48550/arxiv.2412.04090 · pith_short_12: 3CR5XTW4EEG3 · pith_short_16: 3CR5XTW4EEG3TOYX · pith_short_8: 3CR5XTW4

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/3CR5XTW4EEG3TOYXRGLAVZ3TTG \
  | 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: d8a3dbcedc210db9bb1789960ae77399aa434ac74022c7cc871601e858b9cac5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5f7967ecea0d53f94ae0e184ed45254e74c08bb4e5828b6b897ac8598d5a6051",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-05T11:52:20Z",
    "title_canon_sha256": "544b272b0e1a2b89a8891c78a3aefc95881b51cd7cdabf9564a511972bb1f146"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04090",
    "kind": "arxiv",
    "version": 2
  }
}