Pith Number

pith:NSNEQT2L

pith:2024:NSNEQT2LEFNMJ46IX6Y5D6ITJO

not attested not anchored not stored refs pending

Value Augmented Sampling for Language Model Alignment and Personalization

Akash Srivastava, Idan Shenfeld, Pulkit Agrawal, Seungwook Han, Yoon Kim

arxiv:2405.06639 v1 · 2024-05-10 · 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{NSNEQT2LEFNMJ46IX6Y5D6ITJO}

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

3 papers in Pith

Multi-Objective Exploration and Preference Optimization via Mutual Information

Selective Safety Steering via Value-Filtered Decoding

Universal Reasoner: A Single, Composable Plug-and-Play Reasoner for Frozen LLMs

Receipt and verification

First computed	2026-07-05T08:17:52.559200Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c9a484f4b215ac4f3c8bfb1d1f9134b801e2f94b6a9cb6147e75502543c3dee

Aliases

arxiv: 2405.06639 · arxiv_version: 2405.06639v1 · doi: 10.48550/arxiv.2405.06639 · pith_short_12: NSNEQT2LEFNM · pith_short_16: NSNEQT2LEFNMJ46I · pith_short_8: NSNEQT2L

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/NSNEQT2LEFNMJ46IX6Y5D6ITJO \
  | 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: 6c9a484f4b215ac4f3c8bfb1d1f9134b801e2f94b6a9cb6147e75502543c3dee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f47ca9eb32c33de3a126668ea2448a42622c52a2f163202a81d0806fa1ac101d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-10T17:59:04Z",
    "title_canon_sha256": "d1c3abfc7c9ee9015441d09f66ada701abe3fa13e6c1a91c2f422742b416d5a4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.06639",
    "kind": "arxiv",
    "version": 1
  }
}