Pith Number

pith:6T453XTW

pith:2025:6T453XTWAWYVQB6MIRYY4VRVFQ

not attested not anchored not stored refs pending

Certifiable Safe RLHF: Semantic Grounding and Fixed Penalty Constraint Optimization for Safer LLM Alignment

Arnesh Banerjee, Arnob Ghosh, Kartik Pandit, Shaahin Angizi, Sourav Ganguly

arxiv:2510.03520 v2 · 2025-10-03 · cs.LG · cs.AI · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6T453XTWAWYVQB6MIRYY4VRVFQ}

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

Optimistic Policy Learning under Pessimistic Adversaries with Regret and Violation Guarantees

Receipt and verification

First computed	2026-06-11T01:10:28.823727Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f4f9ddde7605b15807cc44718e56352c1e09eca65a54ec77d2d3fd2c60743bb0

Aliases

arxiv: 2510.03520 · arxiv_version: 2510.03520v2 · doi: 10.48550/arxiv.2510.03520 · pith_short_12: 6T453XTWAWYV · pith_short_16: 6T453XTWAWYVQB6M · pith_short_8: 6T453XTW

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/6T453XTWAWYVQB6MIRYY4VRVFQ \
  | 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: f4f9ddde7605b15807cc44718e56352c1e09eca65a54ec77d2d3fd2c60743bb0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f8750398c8fe2759293f1123cb02f167ae13515825a4647ddc4dd1d96c1e0ca",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-03T21:24:41Z",
    "title_canon_sha256": "33de4708d94978572fef2c8605e8ad4d48d5cb416cbf648b1091e8693e85ec00"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.03520",
    "kind": "arxiv",
    "version": 2
  }
}