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docs: organize current INTACT checkpoint releases

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Present standard and history-free E1 checkpoints in separate model directories, update the model card with matched results, and retain older paper artifacts through their immutable tags.

Files changed (35) hide show
  1. INTACT-no-previous-action/MANIFEST.json +297 -0
  2. INTACT-no-previous-action/README.md +33 -0
  3. INTACT-no-previous-action/RESULTS.csv +37 -0
  4. INTACT-no-previous-action/SHA256SUMS +3 -0
  5. intact-goal-e5-seed0.tar.gz → INTACT-no-previous-action/intact-goal-e1-single-history-free-seed0.tar.gz +2 -2
  6. intact-goal-e5-seed3072.tar.gz → INTACT-no-previous-action/intact-goal-e1-single-history-free-seed3072.tar.gz +2 -2
  7. intact-goal-e5-seed42.tar.gz → INTACT-no-previous-action/intact-goal-e1-single-history-free-seed42.tar.gz +2 -2
  8. INTACT_GOAL_E1_SINGLE_MANIFEST.json → INTACT/MANIFEST.json +120 -34
  9. INTACT/README.md +40 -0
  10. INTACT/RESULTS.csv +37 -0
  11. INTACT_GOAL_E1_SINGLE_SHA256SUMS → INTACT/SHA256SUMS +0 -0
  12. intact-goal-e1-single-seed0.tar.gz → INTACT/intact-goal-e1-single-seed0.tar.gz +0 -0
  13. intact-goal-e1-single-seed3072.tar.gz → INTACT/intact-goal-e1-single-seed3072.tar.gz +0 -0
  14. intact-goal-e1-single-seed42.tar.gz → INTACT/intact-goal-e1-single-seed42.tar.gz +0 -0
  15. INTACT_GOAL_E1_SINGLE_README.md +0 -23
  16. PAPER_E5_GOAL_MANIFEST.json +0 -76
  17. PAPER_E5_MATRIX_MANIFEST.json +0 -836
  18. README.md +45 -61
  19. RUNTIME_SHA256SUMS +0 -5
  20. SHA256SUMS +0 -18
  21. paper-e5-goal-intent-only-seed0.tar.gz +0 -3
  22. paper-e5-goal-intent-only-seed3072.tar.gz +0 -3
  23. paper-e5-goal-intent-only-seed42.tar.gz +0 -3
  24. paper-e5-inverse-only-seed0.tar.gz +0 -3
  25. paper-e5-inverse-only-seed3072.tar.gz +0 -3
  26. paper-e5-inverse-only-seed42.tar.gz +0 -3
  27. paper-e5-lewm-seed0.tar.gz +0 -3
  28. paper-e5-lewm-seed3072.tar.gz +0 -3
  29. paper-e5-lewm-seed42.tar.gz +0 -3
  30. paper-e5-waypoint-intact-seed0.tar.gz +0 -3
  31. paper-e5-waypoint-intact-seed3072.tar.gz +0 -3
  32. paper-e5-waypoint-intact-seed42.tar.gz +0 -3
  33. paper-e5-waypoint-intent-only-seed0.tar.gz +0 -3
  34. paper-e5-waypoint-intent-only-seed3072.tar.gz +0 -3
  35. paper-e5-waypoint-intent-only-seed42.tar.gz +0 -3
INTACT-no-previous-action/MANIFEST.json ADDED
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+ {
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+ "schema_version": 1,
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+ "release": {
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+ "provider": "huggingface",
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+ "repository": "INTACT-JEPA/INTACT",
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+ "revision": "main",
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+ "base_code_commit": "235b6a3a92db4d0f1b3a40597ab1f407db4fd15b",
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+ "path": "INTACT-no-previous-action",
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+ "source_revision": "intact-goal-e1-single-history-free-v1"
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+ },
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+ "model": {
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+ "name": "History-free goal-displacement INTACT single-task reproduction",
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+ "intent": "goal_displacement",
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+ "precision": "bf16-mixed",
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+ "episodes_per_evaluation_seed": 100,
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+ "evaluation_count": 36,
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+ "episodes": 3600,
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+ "status": "PASS",
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+ "overall_successes": 3393,
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INTACT-no-previous-action/README.md ADDED
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+ # INTACT without previous-action input
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+
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+ This directory contains 12 independently trained, task-specific E1
4
+ checkpoints whose intent actor is history-free in both training and evaluation.
5
+
6
+ ## Actor and evaluation contract
7
+
8
+ - Actor input: `[z_t, m_t, z_t * m_t]`
9
+ - No previous-action channel, initializer, expert prefix, or dataset-mean token
10
+ - 7/7 supervision window, 8 frames, terminal goal `z7`
11
+ - Full data, one epoch, batch 256, BF16 mixed precision, Math SDPA
12
+ - Official Direct evaluation, `H=5`, `RH=5`, zero search
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+
14
+ ## Official Direct results
15
+
16
+ | Task | Mean SR (%) | Train-seed sample std (pp) |
17
+ |---|---:|---:|
18
+ | PushT | 85.33 | 0.58 |
19
+ | Cube | 99.44 | 0.38 |
20
+ | Reacher | 93.44 | 0.38 |
21
+ | TwoRoom | 98.78 | 0.69 |
22
+ | **Macro** | **94.25** | **0.08** |
23
+
24
+ The matrix contains 36 evaluations: training seeds `0/42/3072`, evaluation
25
+ seeds `0/1/42`, four tasks, and 100 episodes per cell.
26
+
27
+ ## Files
28
+
29
+ - `intact-goal-e1-single-history-free-seed<seed>.tar.gz`: four task shards
30
+ - `MANIFEST.json`: release contract, aggregate results, and shard hashes
31
+ - `RESULTS.csv`: complete 36-cell history-free evaluation
32
+ - `SHA256SUMS`: archive checksums
33
+
INTACT-no-previous-action/RESULTS.csv ADDED
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INTACT/README.md ADDED
@@ -0,0 +1,40 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # INTACT with causal previous-action context
2
+
3
+ This directory contains 12 independently trained, task-specific E1
4
+ checkpoints: four tasks for each training seed (`0`, `42`, and `3072`).
5
+
6
+ ## Actor and evaluation contract
7
+
8
+ - Actor input: `[z_t, m_t, z_t * m_t, A(a_{t-1})]`
9
+ - 7/7 supervision window, 8 frames, terminal goal `z7`
10
+ - Full data, one epoch, batch 256, BF16 mixed precision, Math SDPA
11
+ - Strictly causal continuation at an explicitly declared interior start
12
+ - First input uses only `action[t-5:t]`; missing history before the true episode
13
+ start is left-padded with normalized raw-zero actions
14
+ - Every later actor call uses only actions executed by the evaluated policy
15
+ - No current or future expert action is visible
16
+ - Official Direct evaluation, `H=5`, `RH=5`, zero search
17
+
18
+ ## Official Direct results
19
+
20
+ | Task | Mean SR (%) | Train-seed sample std (pp) |
21
+ |---|---:|---:|
22
+ | PushT | 86.44 | 1.07 |
23
+ | Cube | 100.00 | 0.00 |
24
+ | Reacher | 97.78 | 0.51 |
25
+ | TwoRoom | 98.78 | 0.69 |
26
+ | **Macro** | **95.75** | **0.52** |
27
+
28
+ The matrix contains 36 evaluations: training seeds `0/42/3072`, evaluation
29
+ seeds `0/1/42`, four tasks, and 100 episodes per cell.
30
+
31
+ ## Files
32
+
33
+ - `intact-goal-e1-single-seed<seed>.tar.gz`: four task shards for one seed
34
+ - `MANIFEST.json`: release contract, aggregate results, and shard hashes
35
+ - `RESULTS.csv`: complete 36-cell continuation evaluation
36
+ - `SHA256SUMS`: archive checksums
37
+
38
+ This is a stateful continuation model. For evaluation without any action-history
39
+ input, use [`../INTACT-no-previous-action`](../INTACT-no-previous-action).
40
+
INTACT/RESULTS.csv ADDED
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INTACT_GOAL_E1_SINGLE_SHA256SUMS → INTACT/SHA256SUMS RENAMED
File without changes
intact-goal-e1-single-seed0.tar.gz → INTACT/intact-goal-e1-single-seed0.tar.gz RENAMED
File without changes
intact-goal-e1-single-seed3072.tar.gz → INTACT/intact-goal-e1-single-seed3072.tar.gz RENAMED
File without changes
intact-goal-e1-single-seed42.tar.gz → INTACT/intact-goal-e1-single-seed42.tar.gz RENAMED
File without changes
INTACT_GOAL_E1_SINGLE_README.md DELETED
@@ -1,23 +0,0 @@
1
- # INTACT Goal E1 Single-Task Four-Slot 7/7
2
-
3
- This release contains 12 independently trained checkpoints: four tasks for each training seed (`0`, `42`, and `3072`). Each archive follows the repository convention of grouping four task shards by training seed.
4
-
5
- ## Archives
6
-
7
- | Archive | Bytes | SHA-256 |
8
- |---|---:|---|
9
- | `intact-goal-e1-single-seed0.tar.gz` | 310459876 | `4fc8cd34768ddc431cf0138d8016a1e65330ae1cd5bd060f0846cebe39c0611d` |
10
- | `intact-goal-e1-single-seed42.tar.gz` | 310468493 | `b5535232e79e7672832dc824c4b19111c18f4fd43f692f3db49aff0fb562343c` |
11
- | `intact-goal-e1-single-seed3072.tar.gz` | 310468271 | `c1aa0f5427e16b553efca69bb9483e688dca0723920f358c0e7080b9ad2fa541` |
12
-
13
- Each archive contains `checkpoints/intact_goal_<task>_s<seed>_p77_v1/weights_epoch_1.pt` for PushT, Cube, Reacher, and TwoRoom. Verify archives with `INTACT_GOAL_E1_SINGLE_SHA256SUMS` and extracted shards with `INTACT_GOAL_E1_SINGLE_MANIFEST.json`.
14
-
15
- ## Contract
16
-
17
- - Original Goal INTACT, independently trained per task
18
- - Four-slot Actor, 7/7 window, 8 frames, terminal goal `z7`
19
- - One epoch, batch 256, workers 6, BF16 mixed precision, Math SDPA
20
- - Train seeds `0/42/3072`; Official Direct evaluation seeds `0/1/42`, 100 episodes per cell
21
- - 12 checkpoints and 36 evaluations passed; overall success rate 93.72% (3374/3600)
22
-
23
- These checkpoints use the clean four-slot runtime. They are intentionally incompatible with the legacy five-slot Actor grammar documented for the paper E5 archives.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
PAPER_E5_GOAL_MANIFEST.json DELETED
@@ -1,76 +0,0 @@
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- "model": {
9
- "name": "Goal-displacement INTACT",
10
- "epoch": 5,
11
- "shared_encoder": true,
12
- "latent_dim": 192,
13
- "backbone": "ViT-Tiny/14",
14
- "actor_layout": "delta_condition_product",
15
- "sdpa_backend": "MATH",
16
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- "macro": {"mean": 89.3888888889, "sample_std": 0.7742977703}
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- "seed": 0,
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README.md CHANGED
@@ -6,82 +6,66 @@ tags:
6
  - jepa
7
  - imitation-learning
8
  - goal-conditioned-control
 
9
  ---
10
 
11
- # INTACT Paper Checkpoints
12
 
13
- This repository hosts the paper checkpoint matrix for **INTACT: Isomorphic
14
- Intent-to-Action Learning for Search-Free World Models**.
15
 
16
- - Paper: [arXiv:2607.26056](https://arxiv.org/abs/2607.26056)
17
- - Code: [zju3dv/INTACT-JEPA](https://github.com/zju3dv/INTACT-JEPA)
18
- - Project page: [zju3dv.github.io/INTACT-JEPA](https://zju3dv.github.io/INTACT-JEPA/)
19
- - Frozen model revision: `paper-e5-goal-v1`
20
 
21
- ## Contents
22
 
23
- The release contains six controlled shared-encoder E5 cells, three training
24
- seeds (`0`, `42`, and `3072`), and four task-specific shards per seed (PushT,
25
- Cube, Reacher, and TwoRoom): `6 x 3 x 4 = 72` checkpoints.
 
26
 
27
- | Cell | Archive prefix | Native interface | Official macro SR |
28
- |---|---|---|---:|
29
- | LeWM | `paper-e5-lewm-*` | CEM 300x30 | 66.17 |
30
- | Inverse only | `paper-e5-inverse-only-*` | Direct | 56.67 |
31
- | Waypoint intent only | `paper-e5-waypoint-intent-only-*` | Direct | 74.22 |
32
- | Goal intent only | `paper-e5-goal-intent-only-*` | Direct | 80.61 |
33
- | Waypoint INTACT | `paper-e5-waypoint-intact-*` | Direct | 76.42 |
34
- | Goal-displacement INTACT | `intact-goal-e5-*` | Direct | **89.39** |
35
 
36
- Success rates are percentages averaged over three independently trained seeds.
37
- Each checkpoint value averages 100 episodes for evaluation seeds `0`, `1`, and
38
- `42`. See `PAPER_E5_MATRIX_MANIFEST.json` for task-level means, sample standard
39
- deviations, checkpoint paths, and SHA-256 hashes. Official LeWM and CLEAR-LeWM
40
- results are separate protocols and must not be mixed.
41
 
42
- ## Recommended download
43
-
44
- From the accompanying INTACT source release:
45
 
46
  ```bash
47
- # One cell, all training seeds.
48
- bash scripts/download_paper_checkpoints.sh waypoint_intact all
49
 
50
- # Complete 72-checkpoint matrix.
51
- bash scripts/download_paper_checkpoints.sh matrix all
 
52
  ```
53
 
54
- The wrapper pins `paper-e5-goal-v1`, checks the pinned `SHA256SUMS` record,
55
- verifies every downloaded archive, extracts it into `STABLEWM_HOME`, and then
56
- verifies every `.pt` shard against the checked-in manifest.
57
-
58
- For a direct Hub download:
59
 
60
- ```bash
61
- hf download INTACT-JEPA/INTACT \
62
- intact-goal-e5-seed3072.tar.gz SHA256SUMS \
63
- --revision paper-e5-goal-v1 --local-dir checkpoints-release
64
-
65
- cd checkpoints-release
66
- sha256sum -c SHA256SUMS --ignore-missing
67
- ```
68
 
69
- ## Runtime compatibility
 
 
 
 
 
 
70
 
71
- These paper checkpoints use the legacy five-slot Actor checkpoint grammar and
72
- must be evaluated with the frozen `paper_runtime/` bundled in the source
73
- release. The clean training runtime uses the zero-free four-slot Fig. 1 grammar;
74
- the Actor parameter shapes are intentionally incompatible. Use the provided
75
- paper evaluation wrappers instead of loading these weights through the clean
76
- root runtime.
77
 
78
- ## Integrity
79
-
80
- - `SHA256SUMS` authenticates all 18 archives.
81
- - `PAPER_E5_MATRIX_MANIFEST.json` records all 72 extracted shard hashes.
82
- - `RUNTIME_SHA256SUMS` records the frozen evaluator runtime fingerprint.
83
-
84
- ## License and citation
85
-
86
- The release is provided under the MIT License. Please cite the INTACT paper;
87
- the complete BibTeX entry is maintained in the source repository.
 
6
  - jepa
7
  - imitation-learning
8
  - goal-conditioned-control
9
+ - arxiv:2607.26056
10
  ---
11
 
12
+ # INTACT Checkpoints
13
 
14
+ Official checkpoints for **INTACT: Isomorphic Intent-to-Action Learning for
15
+ Search-Free World Models**.
16
 
17
+ [Paper](https://arxiv.org/abs/2607.26056) ·
18
+ [Code](https://github.com/zju3dv/INTACT-JEPA) ·
19
+ [Project page](https://zju3dv.github.io/INTACT-JEPA/)
 
20
 
21
+ ## Recommended releases
22
 
23
+ | Release | Actor context | Evaluation contract | PushT | Cube | Reacher | TwoRoom | Macro SR |
24
+ |---|---|---|---:|---:|---:|---:|---:|
25
+ | [**INTACT**](./INTACT) | Causal previous action | Stateful continuation | 86.44 +/- 1.07 | 100.00 +/- 0.00 | 97.78 +/- 0.51 | 98.78 +/- 0.69 | **95.75 +/- 0.52** |
26
+ | [**INTACT, no previous action**](./INTACT-no-previous-action) | None | History-free cold start | 85.33 +/- 0.58 | 99.44 +/- 0.38 | 93.44 +/- 0.38 | 98.78 +/- 0.69 | **94.25 +/- 0.08** |
27
 
28
+ Both releases are task-specific, full-data, one-epoch models evaluated with
29
+ Official Direct control, `H=5`, `RH=5`, and zero search. Each value averages
30
+ evaluation seeds `0/1/42` within training seeds `0/42/3072`; `+/-` is the
31
+ sample standard deviation across the three training-seed means.
 
 
 
 
32
 
33
+ The two variants isolate the previous-action question cleanly. Standard INTACT
34
+ uses strictly causal pre-`t` history at an explicitly declared continuation
35
+ point and only policy-executed actions afterward. The history-free actor omits
36
+ the previous-action channel in both training and evaluation.
 
37
 
38
+ ## Download
 
 
39
 
40
  ```bash
41
+ # Standard INTACT: three training seeds, four task shards per archive.
42
+ hf download INTACT-JEPA/INTACT --include "INTACT/*" --local-dir checkpoints-release
43
 
44
+ # History-free INTACT.
45
+ hf download INTACT-JEPA/INTACT --include "INTACT-no-previous-action/*" \
46
+ --local-dir checkpoints-release
47
  ```
48
 
49
+ Each directory contains a model-specific README, the complete 36-cell result
50
+ matrix, an auditable manifest, and SHA-256 checksums.
 
 
 
51
 
52
+ ## Archived paper release
 
 
 
 
 
 
 
53
 
54
+ The previous homepage highlighted `89.39%`, the controlled **E5 multi-task
55
+ shared-encoder** Goal-displacement INTACT result. It is a different experiment,
56
+ not an error in the old table. The complete 72-checkpoint paper matrix remains
57
+ permanently available at the frozen
58
+ [`paper-e5-goal-v1`](https://huggingface.co/INTACT-JEPA/INTACT/tree/paper-e5-goal-v1)
59
+ tag. The original E1 root layout is preserved at
60
+ [`intact-goal-e1-single-p77-v1`](https://huggingface.co/INTACT-JEPA/INTACT/tree/intact-goal-e1-single-p77-v1).
61
 
62
+ ## Citation
 
 
 
 
 
63
 
64
+ ```bibtex
65
+ @article{sun2026intact,
66
+ title = {INTACT: Isomorphic Intent-to-Action Learning for Search-Free World Models},
67
+ author = {Sun, Junhan and Zhao, Hao and Zhang, Guofeng},
68
+ journal = {arXiv preprint arXiv:2607.26056},
69
+ year = {2026}
70
+ }
71
+ ```
 
 
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