Pith Number

pith:K2TSL4S4

pith:2022:K2TSL4S4I2ZQG57V2CVLQR42LD

not attested not anchored not stored refs pending

Resolving the Mixing Time of the Langevin Algorithm to its Stationary Distribution for Log-Concave Sampling

Jason M. Altschuler, Kunal Talwar

arxiv:2210.08448 v2 · 2022-10-16 · math.ST · math.OC · math.PR · stat.ML · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K2TSL4S4I2ZQG57V2CVLQR42LD}

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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

4 papers in Pith

Learning with Simulators: No Regret in a Computationally Bounded World

Convergence Rates for Non-Log-Concave Sampling and Log-Partition Estimation

Unlearning with Asymmetric Sources: Improved Unlearning-Utility Trade-off with Public Data

A proximal gradient algorithm for composite log-concave sampling

Receipt and verification

First computed	2026-07-05T05:12:03.610114Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

56a725f25c46b30377f5d0aab8479a58fd11ad2e8a67b09eb6299dd90143a3a8

Aliases

arxiv: 2210.08448 · arxiv_version: 2210.08448v2 · doi: 10.48550/arxiv.2210.08448 · pith_short_12: K2TSL4S4I2ZQ · pith_short_16: K2TSL4S4I2ZQG57V · pith_short_8: K2TSL4S4

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/K2TSL4S4I2ZQG57V2CVLQR42LD \
  | 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: 56a725f25c46b30377f5d0aab8479a58fd11ad2e8a67b09eb6299dd90143a3a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b0f9c59aa61e2db9c3d22be1dc8870b4640f0c341ba0f2757fb2624000469829",
    "cross_cats_sorted": [
      "math.OC",
      "math.PR",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.ST",
    "submitted_at": "2022-10-16T05:11:16Z",
    "title_canon_sha256": "35a7a65a360651b9a67dc232b62a84dfba0104f515e15142fb97d9095e02a8c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.08448",
    "kind": "arxiv",
    "version": 2
  }
}