Pith Number

pith:DR5VM333

pith:2024:DR5VM333ID4NDYCYTUMFLE3MPS

not attested not anchored not stored refs pending

Sample-Efficient Alignment for LLMs

Changyu Chen, Chao Du, Min Lin, Wee Sun Lee, Zichen Liu

arxiv:2411.01493 v2 · 2024-11-03 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DR5VM333ID4NDYCYTUMFLE3MPS}

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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.

Cited by

2 papers in Pith

Active Learning for Stochastic Contextual Linear Bandits

ActiveDPO: Active Direct Preference Optimization for Sample-Efficient Alignment

Receipt and verification

First computed	2026-07-05T09:33:39.907202Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1c7b566f7b40f8d1e0589d1855936c7cac2e2365412fb8a1fccd8efc6415fd20

Aliases

arxiv: 2411.01493 · arxiv_version: 2411.01493v2 · doi: 10.48550/arxiv.2411.01493 · pith_short_12: DR5VM333ID4N · pith_short_16: DR5VM333ID4NDYCY · pith_short_8: DR5VM333

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/DR5VM333ID4NDYCYTUMFLE3MPS \
  | 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: 1c7b566f7b40f8d1e0589d1855936c7cac2e2365412fb8a1fccd8efc6415fd20

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "772b2510cd6b769930664621d0571424808f985e74441c4dc2a3cac77a9a249d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-03T09:18:28Z",
    "title_canon_sha256": "9f8c496f3593efb50c4a3dd65b80812229522042f831a6a20aa0fc066428ecce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.01493",
    "kind": "arxiv",
    "version": 2
  }
}