Pith Number

pith:3FJUHSOD

pith:2023:3FJUHSODIWHW3GNXVYG3I7GF35

not attested not anchored not stored refs pending

Analyzing and Enhancing the Backward-Pass Convergence of Unrolled Optimization

Ferdinando Fioretto, Jacob Christopher, James Kotary, My H Dinh

arxiv:2312.17394 v1 · 2023-12-28 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3FJUHSODIWHW3GNXVYG3I7GF35}

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.

Cited by

1 paper in Pith

Constraint-Aware Flow Matching: Decision Aligned End-to-End Training for Constrained Sampling

Receipt and verification

First computed	2026-07-05T07:28:51.469784Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d95343c9c3458f6d99b7ae0db47cc5df78c9ddaf02556c9f09767975702339a2

Aliases

arxiv: 2312.17394 · arxiv_version: 2312.17394v1 · doi: 10.48550/arxiv.2312.17394 · pith_short_12: 3FJUHSODIWHW · pith_short_16: 3FJUHSODIWHW3GNX · pith_short_8: 3FJUHSOD

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/3FJUHSODIWHW3GNXVYG3I7GF35 \
  | 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: d95343c9c3458f6d99b7ae0db47cc5df78c9ddaf02556c9f09767975702339a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "159e047e3ab75a74b16ae57f8eb1c7f4d4615daa2e378c51e137d0db79fea6d7",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-28T23:15:18Z",
    "title_canon_sha256": "41d88a3575c76420611ff088777e7e1d1d1650532c0ca6bbff2da50f64c7d058"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.17394",
    "kind": "arxiv",
    "version": 1
  }
}