Pith Number

pith:X2T2DXEE

pith:2024:X2T2DXEEMDEWVW5EOVTYIN7EWV

not attested not anchored not stored refs pending

In-Context Fine-Tuning for Time-Series Foundation Models

Abhimanyu Das, Matthew Faw, Rajat Sen, Yichen Zhou

arxiv:2410.24087 v1 · 2024-10-31 · 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{X2T2DXEEMDEWVW5EOVTYIN7EWV}

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

6 papers in Pith

GITCO: Gated Inference-Time Context Optimization in TSFMs

On the Role of Inductive Bias in Time-Series Pretraining: A Case Study in Learning Generalizable Representations for Clinical Time Series

Timer-S1: A Billion-Scale Time Series Foundation Model with Serial Scaling

A Foundation Model for Instruction-Conditioned In-Context Time Series Tasks

Receipt and verification

First computed	2026-07-05T09:29:19.025736Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bea7a1dc8460c96adba475678437e4b567163d5ec5d657ffcc72da0eb72a1119

Aliases

arxiv: 2410.24087 · arxiv_version: 2410.24087v1 · doi: 10.48550/arxiv.2410.24087 · pith_short_12: X2T2DXEEMDEW · pith_short_16: X2T2DXEEMDEWVW5E · pith_short_8: X2T2DXEE

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/X2T2DXEEMDEWVW5EOVTYIN7EWV \
  | 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: bea7a1dc8460c96adba475678437e4b567163d5ec5d657ffcc72da0eb72a1119

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f7db70be4c369649177b691703f54830d123ec7d08d507832a788405464a592d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-31T16:20:04Z",
    "title_canon_sha256": "541245e7db13bd5bf6885b7faaaeb19a0e8a606be7c768dff51a8c8f354ef2dc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.24087",
    "kind": "arxiv",
    "version": 1
  }
}