Pith Number

pith:W7VL7HK3

pith:2024:W7VL7HK3AC2IZ7EGHUG6RI76IT

not attested not anchored not stored refs pending

Getting More Juice Out of the SFT Data: Reward Learning from Human Demonstration Improves SFT for LLM Alignment

Alfredo Garcia, Chenliang Li, Hoi-To Wai, Jiaxiang Li, Mingyi Hong, Siliang Zeng

arxiv:2405.17888 v3 · 2024-05-28 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W7VL7HK3AC2IZ7EGHUG6RI76IT}

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

On the Nature of Regularity Assumptions in Bilevel Optimization with Constrained Lower-level Problem

Receipt and verification

First computed	2026-07-05T09:26:27.079935Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b7eabf9d5b00b48cfc863d0de8a3fe44e20b7397ee9283bab61d8651152c0072

Aliases

arxiv: 2405.17888 · arxiv_version: 2405.17888v3 · doi: 10.48550/arxiv.2405.17888 · pith_short_12: W7VL7HK3AC2I · pith_short_16: W7VL7HK3AC2IZ7EG · pith_short_8: W7VL7HK3

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/W7VL7HK3AC2IZ7EGHUG6RI76IT \
  | 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: b7eabf9d5b00b48cfc863d0de8a3fe44e20b7397ee9283bab61d8651152c0072

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "781b705135601ecc7d6543dc4da2cc3f236bdd71c57aded33076fc63fc7985eb",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-05-28T07:11:05Z",
    "title_canon_sha256": "65885eb6c29aff4c3af8b4b6713b8eb1d3418fd863d63bd8dce47604fb0b0fc5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.17888",
    "kind": "arxiv",
    "version": 3
  }
}